Midterm
Tarabeth Gerrity tg64@nyu.edu
Midterm Dataset 1: train.csv.gz This is hand-written digits (0-9) from many people. It contains 785 columns, first columns is digit and the 784 remaining columns are pixels 0-783. These are essentially 28x28 squares, so you can map the 784 columns to entries in the squares. Each entry is 0-255, 0 is for black and 255 stands for white, numbers in between are shades of gray 1) Read in the data and convert the pixel data into pictures using plot show a few examples in your report along with the code
#import train data
train <- read.csv("/Users/morgenstern/Desktop/BioStats/train.csv")
# first column is the digit
##create a 28x28 matrix for the rest of the columns
train1<- train[1,]
train1#create the matrix as numeric, default sets it to a character matrix instead
matrix1 <- matrix(as.numeric(train[1,785:2]),nrow=28, ncol=28)
heatmap(matrix1,Rowv = NA, Colv = NA, col = gray.colors(256, start = 1, end = 0))
##Set range values to whichever rows of the train data you want to graph
for (i in 1:10){
m <- matrix(as.numeric((train[i,785:2])),nrow=28, ncol=28, byrow = FALSE)
heatmap(t(m),Rowv = NA, Colv = NA, col = gray.colors(256, start = 1, end = 0))
}
NA
NA
NA- Separate the data by digits, and calculate average value of each pixel,
- Plot the average values, does it still resemble the digit label ? Yes.
- which digits fare the best under this operation ? 2,5 and 7
library(dplyr)
Attaching package: ‘dplyr’
The following objects are masked from ‘package:stats’:
filter, lag
The following objects are masked from ‘package:base’:
intersect, setdiff, setequal, union##create 10 different vars for each number
dig0 <- train[which(train$label == 0), ]
mat0 <-matrix(as.numeric(colMeans(dig0[,2:785])),nrow=28, ncol=28)
heatmap(mat0,Rowv = NA, Colv = NA, col = gray.colors(256, start = 1, end = 0))
dig1<- train[which(train$label == 1), ]
mat1 <-matrix(as.numeric(colMeans(dig1[,2:785])),nrow=28, ncol=28)
heatmap(mat1,Rowv = NA, Colv = NA, col = gray.colors(256, start = 1, end = 0))
dig2<- train[which(train$label == 2), ]
mat2 <-matrix(as.numeric(colMeans(dig2[,2:785])),nrow=28, ncol=28)
heatmap(mat2,Rowv = NA, Colv = NA, col = gray.colors(256, start = 1, end = 0))
dig3<- train[which(train$label == 3), ]
mat3 <-matrix(as.numeric(colMeans(dig3[,2:785])),nrow=28, ncol=28)
heatmap(mat3,Rowv = NA, Colv = NA, col = gray.colors(256, start = 1, end = 0))
dig4<- train[which(train$label == 4), ]
mat4 <-matrix(as.numeric(colMeans(dig4[,2:785])),nrow=28, ncol=28)
heatmap(mat4,Rowv = NA, Colv = NA, col = gray.colors(256, start = 1, end = 0))
dig5<- train[which(train$label == 5), ]
mat5 <-matrix(as.numeric(colMeans(dig5[,2:785])),nrow=28, ncol=28)
heatmap(mat5,Rowv = NA, Colv = NA, col = gray.colors(256, start = 1, end = 0))
dig6<- train[which(train$label == 6), ]
mat6 <-matrix(as.numeric(colMeans(dig6[,2:785])),nrow=28, ncol=28)
heatmap(mat6,Rowv = NA, Colv = NA, col = gray.colors(256, start = 1, end = 0))
dig7<- train[which(train$label == 7), ]
mat7 <-matrix(as.numeric(colMeans(dig7[,2:785])),nrow=28, ncol=28)
heatmap(mat7,Rowv = NA, Colv = NA, col = gray.colors(256, start = 1, end = 0))
dig8<- train[which(train$label == 8), ]
mat8 <-matrix(as.numeric(colMeans(dig8[,2:785])),nrow=28, ncol=28)
heatmap(mat8,Rowv = NA, Colv = NA, col = gray.colors(256, start = 1, end = 0))
dig9<- train[which(train$label == 9), ]
mat9 <-matrix(as.numeric(colMeans(dig9[,2:785])),nrow=28, ncol=28)
heatmap(mat9,Rowv = NA, Colv = NA, col = gray.colors(256, start = 1, end = 0))
##Now map all of the train data- this will give insight into variance over the entire data set.
digall <- train
matall <-matrix(as.numeric(colMeans(train[,2:785])),nrow=28, ncol=28)
heatmap(matall,Rowv = NA, Colv = NA, col = gray.colors(256, start = 1, end = 0))
- Find which columns have the most variance and which have the least.
- Over the whole dataset and then separately, for each digit (0-9)
##Variance over whole data set
v<- data.frame(ncol=2, nrow = 0)
colnames(v) <- c("pixel", "variance")
for(i in 2:785){
newrow <- c(i, as.numeric(var(train[,i])))
v <- rbind(v, newrow)
}
v
varmax <- v[which.max(v$variance),]
varmax#pixel 408, var 12961.86
varmin <- v[which.min(v$variance),]
varmin#pixel 2, var 0
##For the whole data, the max variance is in pixel 408 with var of 12961.86
##Min var is in pixel 2 ##Note, there are many pixels with var of zero
##Variance of each digit.
##reuse the variables from the previous question
digvar <- function(digit){
#create a temporary empty dataframe
tempdf<- data.frame(ncol=2, nrow = 0)
#set colnames
colnames(tempdf) <- c("pixel", "variance")
for(i in 2:785){
newrow <- c(i, as.numeric(var(digit[,i])))
tempdf <- rbind(tempdf, newrow) }
tempvarmax <- tempdf[which.max(tempdf$variance),]
tempvarmin <- tempdf[which.min(tempdf$variance),]
return(c(tempvarmax, tempvarmin))
}
digvar(dig0)$pixel
[1] 268
$variance
[1] 12843.17
$pixel
[1] 2
$variance
[1] 0#pixel 268 variance 12843.17
#2$variance[1] 0
digvar(dig1)$pixel
[1] 573
$variance
[1] 12997.2
$pixel
[1] 2
$variance
[1] 0#573$variance[1] 12997.2
#2$variance[1] 0
digvar(dig2)$pixel
[1] 467
$variance
[1] 13051.45
$pixel
[1] 2
$variance
[1] 0#467$variance[1] 13051.45
#$pixel2$variance[1] 0
digvar(dig3)$pixel
[1] 188
$variance
[1] 12539.43
$pixel
[1] 2
$variance
[1] 0#188 12539.43
#2 0
digvar(dig4)$pixel
[1] 429
$variance
[1] 12629.21
$pixel
[1] 2
$variance
[1] 0# 429 12629.21
#2,0
digvar(dig5)$pixel
[1] 184
$variance
[1] 12562.46
$pixel
[1] 2
$variance
[1] 0# 184 12562.46
#2 0
digvar(dig6)$pixel
[1] 240
$variance
[1] 12495.36
$pixel
[1] 2
$variance
[1] 0#240, 12495.36
#2,0
digvar(dig7)$pixel
[1] 602
$variance
[1] 12615.84
$pixel
[1] 2
$variance
[1] 0#602, 12615.84
#2, 0
digvar(dig8)$pixel
[1] 627
$variance
[1] 12270.6
$pixel
[1] 2
$variance
[1] 0#627 12270.6
#2,0
digvar(dig9)$pixel
[1] 576
$variance
[1] 12445.65
$pixel
[1] 2
$variance
[1] 0#627 12445.65
#2,0- Can you connect the variance to the results in 2b ?
Pixels with variance of zero corresponds regions where no one writes in - The extreme corners. Pixels with the highest variance are biased towards the center of the matrix - People will always try to center their numbers, but differences in handwriting and “neatness” mean that the exactness of the centering will vary with every sample.
Does replacing the columns with the lowest variability by their average value have an effect on the digits ?
No effect. The lowest var 0 corresponds to columns with only 0’s and a mean of 0.
## lowest var in each digit = 0
digrep <- function(digit){
#input digit dataframe
tempdf <- (digit)
for(i in 2:785){
#conditional, of column var is equal to 0 replace the tempdf column with the mean
if (var(digit[,i])==0){
tempdf[,i]<- mean(digit[,i])
}
}
## Now heatmap the tempdf
tempmat <- matrix(as.numeric(colMeans(tempdf[,2:785])),nrow=28, ncol=28)
heatmap(tempmat,Rowv = NA, Colv = NA, col = gray.colors(256, start = 1, end = 0))
}
digrep(dig0)
digrep(dig1)
digrep(dig2)
digrep(dig3)
digrep(dig4)
digrep(dig5)
digrep(dig6)
digrep(dig7)
digrep(dig8)
digrep(dig9)
digrep(train)
- How many columns have average values close to 255 or 0 and why ?
Many columns have a mean of close to 0 and very few columns have means close to 255. Numbers are drawn with thin lines leaving most of the matrix blank. The results would be the opposite if the data were of say pictures of solid shapes filled in.
digmean <- function(digit){
minmean <- c()
maxmean <- c()
for(i in 2:785){
if(mean(digit[,i])<= 5){
minmean <- c(minmean, 1)
}
##made the maxmean capture less sensitive to get a nonzero result
else if (mean(digit[,i])>= 200){
maxmean <- c(maxmean, 1)
}
}
#length of the two lists represents the number of columns meeting the capture criteria
#the contents of the lists are unimportant
return(c(length(minmean), length(maxmean)))
}
digmean(train)[1] 368 0digmean(dig0)[1] 405 2digmean(dig1)[1] 577 11digmean(dig2)[1] 382 0digmean(dig3)[1] 398 0digmean(dig4)[1] 416 4digmean(dig5)[1] 395 0digmean(dig6)[1] 428 6digmean(dig7)[1] 439 0digmean(dig8)[1] 418 5digmean(dig9)[1] 447 4- On a graph paper (you can print your own at https://print-graph-paper.com), mark off 28 x 28 squares, write the digits (0-9) in these squares and “digitize” them, essentially add lines corresponding to your own handwriting to this set You should present a program that prints out digits in your handwriting. If you are ambitious, create a program to print your signature (not a statistic question, no bonus points for this)
library(png)
myimg <- readPNG("/Users/morgenstern/Desktop/sample8.png")
dim(myimg) [1] 3024 3024 4image(myimg[1:3024,1:3024,3], col = gray.colors(256, start = 0, end = 1))
##Input image must be a square
##constant to convert image dimensions to a 28x28 grid
shrink <- 3024/28
#create square "slices".
#start by going across the first row, adding to slice array
shrinkify <- function(img){
slice <- c()
for(j in 1:28){
##row shifter
##change y and rows in terms of j
##initially rows:y is 1:28
cols <- 1
x <- shrink
y <- shrink * j
rows <- y - 27
for (i in 1:28){
tempmean <- mean(myimg[rows:y,cols:x,3])
slice <- c(slice, tempmean)
#shift to the right, stay in row
#rows unchanged
#y unchanged
cols <- cols +shrink
x <- x + shrink
}
#after reaching the right edge, reset the column coords
cols <- 1
x<- shrink
}
p <- matrix(slice, nrow=28, ncol=28, byrow=TRUE)
heatmap(p, Rowv = NA, Colv = NA, col = gray.colors(256, start = 0, end = 1))
}
shrinkify(myimg)
NA
NADataset 2: a) Mnemiopsis_col_data.csv b) Mnemiopsis_count_data.csv This is gene expression data, The columns represent samples, whose information is in the col_data file. The count_data file contains counts for each gene (rows). The file, info_gene.txt contains information about the organism and some links to look up gene functions. It will be a good experience to learn to use the genome resources, as this is the kind of struggles most researchers go through when they start looking at genes. 1) What are the top 5 genes with the highest average expression (across experiments) in the set ? what is their function ? 2) Are the top 5 genes different if they are done on a per column basis ?
MCD <- read.csv("/Users/morgenstern/Desktop/BioStats/Mnemiopsis_count_data.csv")
MCD
#using rowMeans as is results in error. Need to exclude the Gene names
MCD$avg <- rowMeans(MCD[,2:9])
topgenes <- MCD[order(MCD$avg, decreasing = TRUE), 1]
head(topgenes,5)[1] "ML20395a" "ML26358a" "ML46651a" "ML020045a" "ML00017a" #"ML20395a" "ML26358a" "ML46651a" "ML020045a" "ML00017a"
# 2) Are the top 5 genes different if they are done on a per column basis ?
##aboral1
head(MCD[order(MCD$aboral1, decreasing = TRUE), 1],5)[1] "ML46651a" "ML20395a" "ML020045a" "ML174731a" "ML26358a" #"ML46651a" "ML20395a" "ML020045a" "ML174731a" "ML26358a"
#aboral2
head(MCD[order(MCD$aboral2, decreasing = TRUE), 1],5)[1] "ML20395a" "ML46651a" "ML26358a" "ML01482a" "ML034334a"#"ML20395a" "ML46651a" "ML26358a" "ML01482a" "ML034334a"
#aboral3
head(MCD[order(MCD$aboral3, decreasing = TRUE), 1],5)[1] "ML20395a" "ML01482a" "ML26358a" "ML46651a" "ML034334a"#"ML20395a" "ML01482a" "ML26358a" "ML46651a" "ML034334a"
#aboral4
head(MCD[order(MCD$aboral4, decreasing = TRUE), 1],5)[1] "ML01482a" "ML20395a" "ML034334a" "ML46651a" "ML034336a"#"ML01482a" "ML20395a" "ML034334a" "ML46651a" "ML034336a"
#oral1
head(MCD[order(MCD$oral1, decreasing = TRUE), 1],5)[1] "ML20395a" "ML020045a" "ML04011a" "ML26358a" "ML00017a" # "ML20395a" "ML020045a" "ML04011a" "ML26358a" "ML00017a"
#oral2
head(MCD[order(MCD$oral2, decreasing = TRUE), 1],5)[1] "ML20395a" "ML020045a" "ML04011a" "ML00017a" "ML26358a" #"ML20395a" "ML020045a" "ML04011a" "ML00017a" "ML26358a"
#oral3
head(MCD[order(MCD$oral3, decreasing = TRUE), 1],5)[1] "ML20395a" "ML004510a" "ML26358a" "ML00017a" "ML04011a" #"ML20395a" "ML004510a" "ML26358a" "ML00017a" "ML04011a"
#oral4
head(MCD[order(MCD$oral4, decreasing = TRUE), 1],5)[1] "ML20395a" "ML004510a" "ML46651a" "ML020045a" "ML00017a" #"ML20395a" "ML004510a" "ML46651a" "ML020045a" "ML00017a"
- Calculate mean and standard deviation of each column If the mean is different, then scale the columns so that they all have the same mean for the subsequent questions
MCD
meanMCD <- c(colMeans(MCD[,2:9]))
meanMCD aboral1 aboral2 aboral3 aboral4 oral1 oral2 oral3 oral4
524.0979 580.5219 581.2736 560.0897 551.6403 428.9934 419.6067 457.4317 sdMCD <- sapply(MCD[,2:9], sd)
sdMCD aboral1 aboral2 aboral3 aboral4 oral1 oral2 oral3 oral4
2281.937 2665.179 2451.040 2687.429 2362.584 1631.392 1726.889 1912.523 ##get all means equal to aboral1- 524.0979
## newmean = oldmean x columnconstant
## columnconstant = newmean / oldmean
## newmean = colMeans[1,2]
##old means -- colMeans[1,3:9]--- aboral1 column remanins unchanged
scaledMCD <- MCD[,1:9]
for (i in 2:9){
const <- (meanMCD[1])/(meanMCD[i-1])
scaledMCD[,i] <- const*scaledMCD[i]
}
scaledMCD
#test to see if it worked
colMeans(scaledMCD[,2:9]) aboral1 aboral2 aboral3 aboral4 oral1 oral2 oral3 oral4
524.0979 524.0979 524.0979 524.0979 524.0979 524.0979 524.0979 524.0979 #all means are now 524.0979
Use correlations between columns to find the samples that are closely related. Is this concordant with the column labels ?
Yes, aboral-aboral and oral-oral correlations are greater than aboral-oral correlations.
cor(scaledMCD[,2:9]) aboral1 aboral2 aboral3 aboral4 oral1 oral2 oral3 oral4
aboral1 1.0000000 0.8471946 0.8873340 0.7951286 0.8386773 0.8527215 0.7762130 0.8500432
aboral2 0.8471946 1.0000000 0.9720700 0.9747975 0.7403459 0.7430881 0.8011097 0.7501215
aboral3 0.8873340 0.9720700 1.0000000 0.9491527 0.8257897 0.8260390 0.8427193 0.8014047
aboral4 0.7951286 0.9747975 0.9491527 1.0000000 0.6726462 0.6811715 0.7641900 0.6955056
oral1 0.8386773 0.7403459 0.8257897 0.6726462 1.0000000 0.9586231 0.8905611 0.9020024
oral2 0.8527215 0.7430881 0.8260390 0.6811715 0.9586231 1.0000000 0.9308689 0.9420304
oral3 0.7762130 0.8011097 0.8427193 0.7641900 0.8905611 0.9308689 1.0000000 0.9491639
oral4 0.8500432 0.7501215 0.8014047 0.6955056 0.9020024 0.9420304 0.9491639 1.0000000- Use correlations between rows to find the closest pairs (top 5) Are these close because they vary a lot between the groups or are they close because they don’t vary much ?
genenames <- c(scaledMCD$Gene)
g<- t(sapply(scaledMCD, as.numeric))Warning: NAs introduced by coerciong[-1,] [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9]
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[,592] [,593] [,594] [,595] [,596] [,597] [,598] [,599]
[,600] [,601] [,602] [,603] [,604] [,605] [,606] [,607] [,608]
[,609] [,610] [,611] [,612] [,613] [,614] [,615] [,616] [,617]
[,618] [,619] [,620] [,621] [,622] [,623] [,624] [,625] [,626]
[,627] [,628] [,629] [,630] [,631] [,632] [,633] [,634] [,635]
[,636] [,637] [,638] [,639] [,640] [,641] [,642] [,643]
[,644] [,645] [,646] [,647] [,648] [,649] [,650] [,651]
[,652] [,653] [,654] [,655] [,656] [,657] [,658] [,659] [,660]
[,661] [,662] [,663] [,664] [,665] [,666] [,667] [,668] [,669]
[,670] [,671] [,672] [,673] [,674] [,675] [,676] [,677]
[,678] [,679] [,680] [,681] [,682] [,683] [,684] [,685]
[,686] [,687] [,688] [,689] [,690] [,691] [,692] [,693]
[,694] [,695] [,696] [,697] [,698] [,699] [,700] [,701]
[,702] [,703] [,704] [,705] [,706] [,707] [,708] [,709] [,710]
[,711] [,712] [,713] [,714] [,715] [,716] [,717] [,718]
[,719] [,720] [,721] [,722] [,723] [,724] [,725] [,726]
[,727] [,728] [,729] [,730] [,731] [,732] [,733] [,734]
[,735] [,736] [,737] [,738] [,739] [,740] [,741] [,742]
[,743] [,744] [,745] [,746] [,747] [,748] [,749] [,750]
[,751] [,752] [,753] [,754] [,755] [,756] [,757] [,758] [,759]
[,760] [,761] [,762] [,763] [,764] [,765] [,766] [,767]
[,768] [,769] [,770] [,771] [,772] [,773] [,774] [,775] [,776]
[,777] [,778] [,779] [,780] [,781] [,782] [,783] [,784]
[,785] [,786] [,787] [,788] [,789] [,790] [,791] [,792]
[,793] [,794] [,795] [,796] [,797] [,798] [,799] [,800] [,801]
[,802] [,803] [,804] [,805] [,806] [,807] [,808] [,809]
[,810] [,811] [,812] [,813] [,814] [,815] [,816] [,817]
[,818] [,819] [,820] [,821] [,822] [,823] [,824] [,825] [,826]
[,827] [,828] [,829] [,830] [,831] [,832] [,833] [,834] [,835]
[,836] [,837] [,838] [,839] [,840] [,841] [,842] [,843] [,844]
[,845] [,846] [,847] [,848] [,849] [,850] [,851] [,852] [,853]
[,854] [,855] [,856] [,857] [,858] [,859] [,860] [,861]
[,862] [,863] [,864] [,865] [,866] [,867] [,868] [,869] [,870]
[,871] [,872] [,873] [,874] [,875] [,876] [,877] [,878]
[,879] [,880] [,881] [,882] [,883] [,884] [,885] [,886]
[,887] [,888] [,889] [,890] [,891] [,892] [,893] [,894]
[,895] [,896] [,897] [,898] [,899] [,900] [,901] [,902] [,903]
[,904] [,905] [,906] [,907] [,908] [,909] [,910] [,911]
[,912] [,913] [,914] [,915] [,916] [,917] [,918] [,919] [,920]
[,921] [,922] [,923] [,924] [,925] [,926] [,927] [,928]
[,929] [,930] [,931] [,932] [,933] [,934] [,935] [,936]
[,937] [,938] [,939] [,940] [,941] [,942] [,943] [,944]
[,945] [,946] [,947] [,948] [,949] [,950] [,951] [,952] [,953]
[,954] [,955] [,956] [,957] [,958] [,959] [,960] [,961]
[,962] [,963] [,964] [,965] [,966] [,967] [,968] [,969]
[,970] [,971] [,972] [,973] [,974] [,975] [,976] [,977] [,978]
[,979] [,980] [,981] [,982] [,983] [,984] [,985] [,986]
[,987] [,988] [,989] [,990] [,991] [,992] [,993] [,994]
[,995] [,996] [,997] [,998] [,999] [,1000] [,1001] [,1002] [,1003]
[,1004] [,1005] [,1006] [,1007] [,1008] [,1009] [,1010] [,1011]
[,1012] [,1013] [,1014] [,1015] [,1016] [,1017] [,1018] [,1019] [,1020]
[,1021] [,1022] [,1023] [,1024] [,1025] [,1026] [,1027] [,1028]
[,1029] [,1030] [,1031] [,1032] [,1033] [,1034] [,1035] [,1036] [,1037]
[,1038] [,1039] [,1040] [,1041] [,1042] [,1043] [,1044] [,1045]
[,1046] [,1047] [,1048] [,1049] [,1050] [,1051] [,1052] [,1053] [,1054]
[,1055] [,1056] [,1057] [,1058] [,1059] [,1060] [,1061] [,1062] [,1063]
[,1064] [,1065] [,1066] [,1067] [,1068] [,1069] [,1070] [,1071]
[,1072] [,1073] [,1074] [,1075] [,1076] [,1077] [,1078] [,1079] [,1080]
[,1081] [,1082] [,1083] [,1084] [,1085] [,1086] [,1087] [,1088]
[,1089] [,1090] [,1091] [,1092] [,1093] [,1094] [,1095] [,1096] [,1097]
[,1098] [,1099] [,1100] [,1101] [,1102] [,1103] [,1104] [,1105] [,1106]
[,1107] [,1108] [,1109] [,1110] [,1111] [,1112] [,1113] [,1114]
[,1115] [,1116] [,1117] [,1118] [,1119] [,1120] [,1121] [,1122]
[,1123] [,1124] [,1125] [,1126] [,1127] [,1128] [,1129] [,1130]
[,1131] [,1132] [,1133] [,1134] [,1135] [,1136] [,1137] [,1138]
[,1139] [,1140] [,1141] [,1142] [,1143] [,1144] [,1145] [,1146]
[,1147] [,1148] [,1149] [,1150] [,1151] [,1152] [,1153] [,1154] [,1155]
[,1156] [,1157] [,1158] [,1159] [,1160] [,1161] [,1162] [,1163]
[,1164] [,1165] [,1166] [,1167] [,1168] [,1169] [,1170] [,1171]
[,1172] [,1173] [,1174] [,1175] [,1176] [,1177] [,1178] [,1179]
[,1180] [,1181] [,1182] [,1183] [,1184] [,1185] [,1186] [,1187]
[,1188] [,1189] [,1190] [,1191] [,1192] [,1193] [,1194] [,1195]
[,1196] [,1197] [,1198] [,1199] [,1200] [,1201] [,1202] [,1203]
[,1204] [,1205] [,1206] [,1207] [,1208] [,1209] [,1210] [,1211]
[,1212] [,1213] [,1214] [,1215] [,1216] [,1217] [,1218] [,1219]
[,1220] [,1221] [,1222] [,1223] [,1224] [,1225] [,1226] [,1227] [,1228]
[,1229] [,1230] [,1231] [,1232] [,1233] [,1234] [,1235] [,1236]
[,1237] [,1238] [,1239] [,1240] [,1241] [,1242] [,1243] [,1244]
[,1245] [,1246] [,1247] [,1248] [,1249] [,1250] [,1251] [,1252]
[,1253] [,1254] [,1255] [,1256] [,1257] [,1258] [,1259] [,1260]
[,1261] [,1262] [,1263] [,1264] [,1265] [,1266] [,1267] [,1268]
[,1269] [,1270] [,1271] [,1272] [,1273] [,1274] [,1275] [,1276]
[,1277] [,1278] [,1279] [,1280] [,1281] [,1282] [,1283] [,1284] [,1285]
[,1286] [,1287] [,1288] [,1289] [,1290] [,1291] [,1292] [,1293] [,1294]
[,1295] [,1296] [,1297] [,1298] [,1299] [,1300] [,1301] [,1302]
[,1303] [,1304] [,1305] [,1306] [,1307] [,1308] [,1309] [,1310] [,1311]
[,1312] [,1313] [,1314] [,1315] [,1316] [,1317] [,1318] [,1319]
[,1320] [,1321] [,1322] [,1323] [,1324] [,1325] [,1326] [,1327]
[,1328] [,1329] [,1330] [,1331] [,1332] [,1333] [,1334] [,1335] [,1336]
[,1337] [,1338] [,1339] [,1340] [,1341] [,1342] [,1343] [,1344] [,1345]
[,1346] [,1347] [,1348] [,1349] [,1350] [,1351] [,1352] [,1353]
[,1354] [,1355] [,1356] [,1357] [,1358] [,1359] [,1360] [,1361]
[,1362] [,1363] [,1364] [,1365] [,1366] [,1367] [,1368] [,1369]
[,1370] [,1371] [,1372] [,1373] [,1374] [,1375] [,1376] [,1377]
[,1378] [,1379] [,1380] [,1381] [,1382] [,1383] [,1384] [,1385] [,1386]
[,1387] [,1388] [,1389] [,1390] [,1391] [,1392] [,1393] [,1394]
[,1395] [,1396] [,1397] [,1398] [,1399] [,1400] [,1401] [,1402]
[,1403] [,1404] [,1405] [,1406] [,1407] [,1408] [,1409] [,1410]
[,1411] [,1412] [,1413] [,1414] [,1415] [,1416] [,1417] [,1418] [,1419]
[,1420] [,1421] [,1422] [,1423] [,1424] [,1425] [,1426] [,1427]
[,1428] [,1429] [,1430] [,1431] [,1432] [,1433] [,1434] [,1435]
[,1436] [,1437] [,1438] [,1439] [,1440] [,1441] [,1442] [,1443]
[,1444] [,1445] [,1446] [,1447] [,1448] [,1449] [,1450] [,1451]
[,1452] [,1453] [,1454] [,1455] [,1456] [,1457] [,1458] [,1459] [,1460]
[,1461] [,1462] [,1463] [,1464] [,1465] [,1466] [,1467] [,1468]
[,1469] [,1470] [,1471] [,1472] [,1473] [,1474] [,1475] [,1476]
[,1477] [,1478] [,1479] [,1480] [,1481] [,1482] [,1483] [,1484]
[,1485] [,1486] [,1487] [,1488] [,1489] [,1490] [,1491] [,1492] [,1493]
[,1494] [,1495] [,1496] [,1497] [,1498] [,1499] [,1500] [,1501] [,1502]
[,1503] [,1504] [,1505] [,1506] [,1507] [,1508] [,1509] [,1510]
[,1511] [,1512] [,1513] [,1514] [,1515] [,1516] [,1517] [,1518] [,1519]
[,1520] [,1521] [,1522] [,1523] [,1524] [,1525] [,1526] [,1527] [,1528]
[,1529] [,1530] [,1531] [,1532] [,1533] [,1534] [,1535] [,1536] [,1537]
[,1538] [,1539] [,1540] [,1541] [,1542] [,1543] [,1544] [,1545]
[,1546] [,1547] [,1548] [,1549] [,1550] [,1551] [,1552] [,1553]
[,1554] [,1555] [,1556] [,1557] [,1558] [,1559] [,1560] [,1561]
[,1562] [,1563] [,1564] [,1565] [,1566] [,1567] [,1568] [,1569]
[,1570] [,1571] [,1572] [,1573] [,1574] [,1575] [,1576] [,1577]
[,1578] [,1579] [,1580] [,1581] [,1582] [,1583] [,1584] [,1585]
[,1586] [,1587] [,1588] [,1589] [,1590] [,1591] [,1592] [,1593]
[,1594] [,1595] [,1596] [,1597] [,1598] [,1599] [,1600] [,1601]
[,1602] [,1603] [,1604] [,1605] [,1606] [,1607] [,1608] [,1609]
[,1610] [,1611] [,1612] [,1613] [,1614] [,1615] [,1616] [,1617] [,1618]
[,1619] [,1620] [,1621] [,1622] [,1623] [,1624] [,1625] [,1626]
[,1627] [,1628] [,1629] [,1630] [,1631] [,1632] [,1633] [,1634] [,1635]
[,1636] [,1637] [,1638] [,1639] [,1640] [,1641] [,1642] [,1643]
[,1644] [,1645] [,1646] [,1647] [,1648] [,1649] [,1650] [,1651] [,1652]
[,1653] [,1654] [,1655] [,1656] [,1657] [,1658] [,1659] [,1660] [,1661]
[,1662] [,1663] [,1664] [,1665] [,1666] [,1667] [,1668] [,1669] [,1670]
[,1671] [,1672] [,1673] [,1674] [,1675] [,1676] [,1677] [,1678] [,1679]
[,1680] [,1681] [,1682] [,1683] [,1684] [,1685] [,1686] [,1687] [,1688]
[,1689] [,1690] [,1691] [,1692] [,1693] [,1694] [,1695] [,1696]
[,1697] [,1698] [,1699] [,1700] [,1701] [,1702] [,1703] [,1704]
[,1705] [,1706] [,1707] [,1708] [,1709] [,1710] [,1711] [,1712] [,1713]
[,1714] [,1715] [,1716] [,1717] [,1718] [,1719] [,1720] [,1721] [,1722]
[,1723] [,1724] [,1725] [,1726] [,1727] [,1728] [,1729] [,1730]
[,1731] [,1732] [,1733] [,1734] [,1735] [,1736] [,1737] [,1738] [,1739]
[,1740] [,1741] [,1742] [,1743] [,1744] [,1745] [,1746] [,1747]
[,1748] [,1749] [,1750] [,1751] [,1752] [,1753] [,1754] [,1755]
[,1756] [,1757] [,1758] [,1759] [,1760] [,1761] [,1762] [,1763]
[,1764] [,1765] [,1766] [,1767] [,1768] [,1769] [,1770] [,1771]
[,1772] [,1773] [,1774] [,1775] [,1776] [,1777] [,1778] [,1779]
[,1780] [,1781] [,1782] [,1783] [,1784] [,1785] [,1786] [,1787] [,1788]
[,1789] [,1790] [,1791] [,1792] [,1793] [,1794] [,1795] [,1796]
[,1797] [,1798] [,1799] [,1800] [,1801] [,1802] [,1803] [,1804]
[,1805] [,1806] [,1807] [,1808] [,1809] [,1810] [,1811] [,1812]
[,1813] [,1814] [,1815] [,1816] [,1817] [,1818] [,1819] [,1820]
[,1821] [,1822] [,1823] [,1824] [,1825] [,1826] [,1827] [,1828]
[,1829] [,1830] [,1831] [,1832] [,1833] [,1834] [,1835] [,1836] [,1837]
[,1838] [,1839] [,1840] [,1841] [,1842] [,1843] [,1844] [,1845]
[,1846] [,1847] [,1848] [,1849] [,1850] [,1851] [,1852] [,1853] [,1854]
[,1855] [,1856] [,1857] [,1858] [,1859] [,1860] [,1861] [,1862]
[,1863] [,1864] [,1865] [,1866] [,1867] [,1868] [,1869] [,1870] [,1871]
[,1872] [,1873] [,1874] [,1875] [,1876] [,1877] [,1878] [,1879]
[,1880] [,1881] [,1882] [,1883] [,1884] [,1885] [,1886] [,1887]
[,1888] [,1889] [,1890] [,1891] [,1892] [,1893] [,1894] [,1895]
[,1896] [,1897] [,1898] [,1899] [,1900] [,1901] [,1902] [,1903]
[,1904] [,1905] [,1906] [,1907] [,1908] [,1909] [,1910] [,1911]
[,1912] [,1913] [,1914] [,1915] [,1916] [,1917] [,1918] [,1919]
[,1920] [,1921] [,1922] [,1923] [,1924] [,1925] [,1926] [,1927]
[,1928] [,1929] [,1930] [,1931] [,1932] [,1933] [,1934] [,1935]
[,1936] [,1937] [,1938] [,1939] [,1940] [,1941] [,1942] [,1943] [,1944]
[,1945] [,1946] [,1947] [,1948] [,1949] [,1950] [,1951] [,1952]
[,1953] [,1954] [,1955] [,1956] [,1957] [,1958] [,1959] [,1960]
[,1961] [,1962] [,1963] [,1964] [,1965] [,1966] [,1967] [,1968] [,1969]
[,1970] [,1971] [,1972] [,1973] [,1974] [,1975] [,1976] [,1977]
[,1978] [,1979] [,1980] [,1981] [,1982] [,1983] [,1984] [,1985]
[,1986] [,1987] [,1988] [,1989] [,1990] [,1991] [,1992] [,1993]
[,1994] [,1995] [,1996] [,1997] [,1998] [,1999] [,2000] [,2001]
[,2002] [,2003] [,2004] [,2005] [,2006] [,2007] [,2008] [,2009] [,2010]
[,2011] [,2012] [,2013] [,2014] [,2015] [,2016] [,2017] [,2018]
[,2019] [,2020] [,2021] [,2022] [,2023] [,2024] [,2025] [,2026]
[,2027] [,2028] [,2029] [,2030] [,2031] [,2032] [,2033] [,2034]
[,2035] [,2036] [,2037] [,2038] [,2039] [,2040] [,2041] [,2042]
[,2043] [,2044] [,2045] [,2046] [,2047] [,2048] [,2049] [,2050] [,2051]
[,2052] [,2053] [,2054] [,2055] [,2056] [,2057] [,2058] [,2059] [,2060]
[,2061] [,2062] [,2063] [,2064] [,2065] [,2066] [,2067] [,2068]
[,2069] [,2070] [,2071] [,2072] [,2073] [,2074] [,2075] [,2076]
[,2077] [,2078] [,2079] [,2080] [,2081] [,2082] [,2083] [,2084]
[,2085] [,2086] [,2087] [,2088] [,2089] [,2090] [,2091] [,2092]
[,2093] [,2094] [,2095] [,2096] [,2097] [,2098] [,2099] [,2100] [,2101]
[,2102] [,2103] [,2104] [,2105] [,2106] [,2107] [,2108] [,2109] [,2110]
[,2111] [,2112] [,2113] [,2114] [,2115] [,2116] [,2117] [,2118] [,2119]
[,2120] [,2121] [,2122] [,2123] [,2124] [,2125] [,2126] [,2127]
[,2128] [,2129] [,2130] [,2131] [,2132] [,2133] [,2134] [,2135]
[,2136] [,2137] [,2138] [,2139] [,2140] [,2141] [,2142] [,2143] [,2144]
[,2145] [,2146] [,2147] [,2148] [,2149] [,2150] [,2151] [,2152]
[,2153] [,2154] [,2155] [,2156] [,2157] [,2158] [,2159] [,2160]
[,2161] [,2162] [,2163] [,2164] [,2165] [,2166] [,2167] [,2168] [,2169]
[,2170] [,2171] [,2172] [,2173] [,2174] [,2175] [,2176] [,2177]
[,2178] [,2179] [,2180] [,2181] [,2182] [,2183] [,2184] [,2185]
[,2186] [,2187] [,2188] [,2189] [,2190] [,2191] [,2192] [,2193]
[,2194] [,2195] [,2196] [,2197] [,2198] [,2199] [,2200] [,2201]
[,2202] [,2203] [,2204] [,2205] [,2206] [,2207] [,2208] [,2209] [,2210]
[,2211] [,2212] [,2213] [,2214] [,2215] [,2216] [,2217] [,2218]
[,2219] [,2220] [,2221] [,2222] [,2223] [,2224] [,2225] [,2226] [,2227]
[,2228] [,2229] [,2230] [,2231] [,2232] [,2233] [,2234] [,2235]
[,2236] [,2237] [,2238] [,2239] [,2240] [,2241] [,2242] [,2243]
[,2244] [,2245] [,2246] [,2247] [,2248] [,2249] [,2250] [,2251] [,2252]
[,2253] [,2254] [,2255] [,2256] [,2257] [,2258] [,2259] [,2260] [,2261]
[,2262] [,2263] [,2264] [,2265] [,2266] [,2267] [,2268] [,2269]
[,2270] [,2271] [,2272] [,2273] [,2274] [,2275] [,2276] [,2277]
[,2278] [,2279] [,2280] [,2281] [,2282] [,2283] [,2284] [,2285] [,2286]
[,2287] [,2288] [,2289] [,2290] [,2291] [,2292] [,2293] [,2294]
[,2295] [,2296] [,2297] [,2298] [,2299] [,2300] [,2301] [,2302]
[,2303] [,2304] [,2305] [,2306] [,2307] [,2308] [,2309] [,2310] [,2311]
[,2312] [,2313] [,2314] [,2315] [,2316] [,2317] [,2318] [,2319] [,2320]
[,2321] [,2322] [,2323] [,2324] [,2325] [,2326] [,2327] [,2328]
[,2329] [,2330] [,2331] [,2332] [,2333] [,2334] [,2335] [,2336]
[,2337] [,2338] [,2339] [,2340] [,2341] [,2342] [,2343] [,2344] [,2345]
[,2346] [,2347] [,2348] [,2349] [,2350] [,2351] [,2352] [,2353]
[,2354] [,2355] [,2356] [,2357] [,2358] [,2359] [,2360] [,2361]
[,2362] [,2363] [,2364] [,2365] [,2366] [,2367] [,2368] [,2369]
[,2370] [,2371] [,2372] [,2373] [,2374] [,2375] [,2376] [,2377] [,2378]
[,2379] [,2380] [,2381] [,2382] [,2383] [,2384] [,2385] [,2386]
[,2387] [,2388] [,2389] [,2390] [,2391] [,2392] [,2393] [,2394]
[,2395] [,2396] [,2397] [,2398] [,2399] [,2400] [,2401] [,2402]
[,2403] [,2404] [,2405] [,2406] [,2407] [,2408] [,2409] [,2410] [,2411]
[,2412] [,2413] [,2414] [,2415] [,2416] [,2417] [,2418] [,2419]
[,2420] [,2421] [,2422] [,2423] [,2424] [,2425] [,2426] [,2427]
[,2428] [,2429] [,2430] [,2431] [,2432] [,2433] [,2434] [,2435]
[,2436] [,2437] [,2438] [,2439] [,2440] [,2441] [,2442] [,2443] [,2444]
[,2445] [,2446] [,2447] [,2448] [,2449] [,2450] [,2451] [,2452] [,2453]
[,2454] [,2455] [,2456] [,2457] [,2458] [,2459] [,2460] [,2461]
[,2462] [,2463] [,2464] [,2465] [,2466] [,2467] [,2468] [,2469]
[,2470] [,2471] [,2472] [,2473] [,2474] [,2475] [,2476] [,2477]
[,2478] [,2479] [,2480] [,2481] [,2482] [,2483] [,2484] [,2485]
[,2486] [,2487] [,2488] [,2489] [,2490] [,2491] [,2492] [,2493]
[,2494] [,2495] [,2496] [,2497] [,2498] [,2499] [,2500] [,2501]
[,2502] [,2503] [,2504] [,2505] [,2506] [,2507] [,2508] [,2509]
[,2510] [,2511] [,2512] [,2513] [,2514] [,2515] [,2516] [,2517]
[,2518] [,2519] [,2520] [,2521] [,2522] [,2523] [,2524] [,2525]
[,2526] [,2527] [,2528] [,2529] [,2530] [,2531] [,2532] [,2533]
[,2534] [,2535] [,2536] [,2537] [,2538] [,2539] [,2540] [,2541]
[,2542] [,2543] [,2544] [,2545] [,2546] [,2547] [,2548] [,2549]
[,2550] [,2551] [,2552] [,2553] [,2554] [,2555] [,2556] [,2557]
[,2558] [,2559] [,2560] [,2561] [,2562] [,2563] [,2564] [,2565]
[,2566] [,2567] [,2568] [,2569] [,2570] [,2571] [,2572] [,2573] [,2574]
[,2575] [,2576] [,2577] [,2578] [,2579] [,2580] [,2581] [,2582] [,2583]
[,2584] [,2585] [,2586] [,2587] [,2588] [,2589] [,2590] [,2591]
[,2592] [,2593] [,2594] [,2595] [,2596] [,2597] [,2598] [,2599]
[,2600] [,2601] [,2602] [,2603] [,2604] [,2605] [,2606] [,2607]
[,2608] [,2609] [,2610] [,2611] [,2612] [,2613] [,2614] [,2615]
[,2616] [,2617] [,2618] [,2619] [,2620] [,2621] [,2622] [,2623]
[,2624] [,2625] [,2626] [,2627] [,2628] [,2629] [,2630] [,2631]
[,2632] [,2633] [,2634] [,2635] [,2636] [,2637] [,2638] [,2639]
[,2640] [,2641] [,2642] [,2643] [,2644] [,2645] [,2646] [,2647] [,2648]
[,2649] [,2650] [,2651] [,2652] [,2653] [,2654] [,2655] [,2656]
[,2657] [,2658] [,2659] [,2660] [,2661] [,2662] [,2663] [,2664]
[,2665] [,2666] [,2667] [,2668] [,2669] [,2670] [,2671] [,2672]
[,2673] [,2674] [,2675] [,2676] [,2677] [,2678] [,2679] [,2680]
[,2681] [,2682] [,2683] [,2684] [,2685] [,2686] [,2687] [,2688]
[,2689] [,2690] [,2691] [,2692] [,2693] [,2694] [,2695] [,2696]
[,2697] [,2698] [,2699] [,2700] [,2701] [,2702] [,2703] [,2704]
[,2705] [,2706] [,2707] [,2708] [,2709] [,2710] [,2711] [,2712] [,2713]
[,2714] [,2715] [,2716] [,2717] [,2718] [,2719] [,2720] [,2721]
[,2722] [,2723] [,2724] [,2725] [,2726] [,2727] [,2728] [,2729] [,2730]
[,2731] [,2732] [,2733] [,2734] [,2735] [,2736] [,2737] [,2738]
[,2739] [,2740] [,2741] [,2742] [,2743] [,2744] [,2745] [,2746]
[,2747] [,2748] [,2749] [,2750] [,2751] [,2752] [,2753] [,2754]
[,2755] [,2756] [,2757] [,2758] [,2759] [,2760] [,2761] [,2762]
[,2763] [,2764] [,2765] [,2766] [,2767] [,2768] [,2769] [,2770] [,2771]
[,2772] [,2773] [,2774] [,2775] [,2776] [,2777] [,2778] [,2779] [,2780]
[,2781] [,2782] [,2783] [,2784] [,2785] [,2786] [,2787] [,2788] [,2789]
[,2790] [,2791] [,2792] [,2793] [,2794] [,2795] [,2796] [,2797]
[,2798] [,2799] [,2800] [,2801] [,2802] [,2803] [,2804] [,2805]
[,2806] [,2807] [,2808] [,2809] [,2810] [,2811] [,2812] [,2813]
[,2814] [,2815] [,2816] [,2817] [,2818] [,2819] [,2820] [,2821]
[,2822] [,2823] [,2824] [,2825] [,2826] [,2827] [,2828] [,2829]
[,2830] [,2831] [,2832] [,2833] [,2834] [,2835] [,2836] [,2837] [,2838]
[,2839] [,2840] [,2841] [,2842] [,2843] [,2844] [,2845] [,2846]
[,2847] [,2848] [,2849] [,2850] [,2851] [,2852] [,2853] [,2854]
[,2855] [,2856] [,2857] [,2858] [,2859] [,2860] [,2861] [,2862]
[,2863] [,2864] [,2865] [,2866] [,2867] [,2868] [,2869] [,2870] [,2871]
[,2872] [,2873] [,2874] [,2875] [,2876] [,2877] [,2878] [,2879]
[,2880] [,2881] [,2882] [,2883] [,2884] [,2885] [,2886] [,2887]
[,2888] [,2889] [,2890] [,2891] [,2892] [,2893] [,2894] [,2895] [,2896]
[,2897] [,2898] [,2899] [,2900] [,2901] [,2902] [,2903] [,2904] [,2905]
[,2906] [,2907] [,2908] [,2909] [,2910] [,2911] [,2912] [,2913]
[,2914] [,2915] [,2916] [,2917] [,2918] [,2919] [,2920] [,2921]
[,2922] [,2923] [,2924] [,2925] [,2926] [,2927] [,2928] [,2929] [,2930]
[,2931] [,2932] [,2933] [,2934] [,2935] [,2936] [,2937] [,2938]
[,2939] [,2940] [,2941] [,2942] [,2943] [,2944] [,2945] [,2946] [,2947]
[,2948] [,2949] [,2950] [,2951] [,2952] [,2953] [,2954] [,2955] [,2956]
[,2957] [,2958] [,2959] [,2960] [,2961] [,2962] [,2963] [,2964] [,2965]
[,2966] [,2967] [,2968] [,2969] [,2970] [,2971] [,2972] [,2973] [,2974]
[,2975] [,2976] [,2977] [,2978] [,2979] [,2980] [,2981] [,2982] [,2983]
[,2984] [,2985] [,2986] [,2987] [,2988] [,2989] [,2990] [,2991] [,2992]
[,2993] [,2994] [,2995] [,2996] [,2997] [,2998] [,2999] [,3000]
[,3001] [,3002] [,3003] [,3004] [,3005] [,3006] [,3007] [,3008] [,3009]
[,3010] [,3011] [,3012] [,3013] [,3014] [,3015] [,3016] [,3017]
[,3018] [,3019] [,3020] [,3021] [,3022] [,3023] [,3024] [,3025] [,3026]
[,3027] [,3028] [,3029] [,3030] [,3031] [,3032] [,3033] [,3034]
[,3035] [,3036] [,3037] [,3038] [,3039] [,3040] [,3041] [,3042]
[,3043] [,3044] [,3045] [,3046] [,3047] [,3048] [,3049] [,3050] [,3051]
[,3052] [,3053] [,3054] [,3055] [,3056] [,3057] [,3058] [,3059]
[,3060] [,3061] [,3062] [,3063] [,3064] [,3065] [,3066] [,3067]
[,3068] [,3069] [,3070] [,3071] [,3072] [,3073] [,3074] [,3075]
[,3076] [,3077] [,3078] [,3079] [,3080] [,3081] [,3082] [,3083]
[,3084] [,3085] [,3086] [,3087] [,3088] [,3089] [,3090] [,3091]
[,3092] [,3093] [,3094] [,3095] [,3096] [,3097] [,3098] [,3099]
[,3100] [,3101] [,3102] [,3103] [,3104] [,3105] [,3106] [,3107]
[,3108] [,3109] [,3110] [,3111] [,3112] [,3113] [,3114] [,3115]
[,3116] [,3117] [,3118] [,3119] [,3120] [,3121] [,3122] [,3123]
[,3124] [,3125] [,3126] [,3127] [,3128] [,3129] [,3130] [,3131]
[,3132] [,3133] [,3134] [,3135] [,3136] [,3137] [,3138] [,3139]
[,3140] [,3141] [,3142] [,3143] [,3144] [,3145] [,3146] [,3147]
[,3148] [,3149] [,3150] [,3151] [,3152] [,3153] [,3154] [,3155]
[,3156] [,3157] [,3158] [,3159] [,3160] [,3161] [,3162] [,3163] [,3164]
[,3165] [,3166] [,3167] [,3168] [,3169] [,3170] [,3171] [,3172] [,3173]
[,3174] [,3175] [,3176] [,3177] [,3178] [,3179] [,3180] [,3181]
[,3182] [,3183] [,3184] [,3185] [,3186] [,3187] [,3188] [,3189] [,3190]
[,3191] [,3192] [,3193] [,3194] [,3195] [,3196] [,3197] [,3198]
[,3199] [,3200] [,3201] [,3202] [,3203] [,3204] [,3205] [,3206]
[,3207] [,3208] [,3209] [,3210] [,3211] [,3212] [,3213] [,3214]
[,3215] [,3216] [,3217] [,3218] [,3219] [,3220] [,3221] [,3222] [,3223]
[,3224] [,3225] [,3226] [,3227] [,3228] [,3229] [,3230] [,3231] [,3232]
[,3233] [,3234] [,3235] [,3236] [,3237] [,3238] [,3239] [,3240]
[,3241] [,3242] [,3243] [,3244] [,3245] [,3246] [,3247] [,3248]
[,3249] [,3250] [,3251] [,3252] [,3253] [,3254] [,3255] [,3256] [,3257]
[,3258] [,3259] [,3260] [,3261] [,3262] [,3263] [,3264] [,3265] [,3266]
[,3267] [,3268] [,3269] [,3270] [,3271] [,3272] [,3273] [,3274]
[,3275] [,3276] [,3277] [,3278] [,3279] [,3280] [,3281] [,3282]
[,3283] [,3284] [,3285] [,3286] [,3287] [,3288] [,3289] [,3290]
[,3291] [,3292] [,3293] [,3294] [,3295] [,3296] [,3297] [,3298]
[,3299] [,3300] [,3301] [,3302] [,3303] [,3304] [,3305] [,3306] [,3307]
[,3308] [,3309] [,3310] [,3311] [,3312] [,3313] [,3314] [,3315]
[,3316] [,3317] [,3318] [,3319] [,3320] [,3321] [,3322] [,3323]
[,3324] [,3325] [,3326] [,3327] [,3328] [,3329] [,3330] [,3331]
[,3332] [,3333] [,3334] [,3335] [,3336] [,3337] [,3338] [,3339]
[,3340] [,3341] [,3342] [,3343] [,3344] [,3345] [,3346] [,3347]
[,3348] [,3349] [,3350] [,3351] [,3352] [,3353] [,3354] [,3355]
[,3356] [,3357] [,3358] [,3359] [,3360] [,3361] [,3362] [,3363]
[,3364] [,3365] [,3366] [,3367] [,3368] [,3369] [,3370] [,3371]
[,3372] [,3373] [,3374] [,3375] [,3376] [,3377] [,3378] [,3379]
[,3380] [,3381] [,3382] [,3383] [,3384] [,3385] [,3386] [,3387]
[,3388] [,3389] [,3390] [,3391] [,3392] [,3393] [,3394] [,3395]
[,3396] [,3397] [,3398] [,3399] [,3400] [,3401] [,3402] [,3403] [,3404]
[,3405] [,3406] [,3407] [,3408] [,3409] [,3410] [,3411] [,3412]
[,3413] [,3414] [,3415] [,3416] [,3417] [,3418] [,3419] [,3420]
[,3421] [,3422] [,3423] [,3424] [,3425] [,3426] [,3427] [,3428]
[,3429] [,3430] [,3431] [,3432] [,3433] [,3434] [,3435] [,3436]
[,3437] [,3438] [,3439] [,3440] [,3441] [,3442] [,3443] [,3444]
[,3445] [,3446] [,3447] [,3448] [,3449] [,3450] [,3451] [,3452]
[,3453] [,3454] [,3455] [,3456] [,3457] [,3458] [,3459] [,3460] [,3461]
[,3462] [,3463] [,3464] [,3465] [,3466] [,3467] [,3468] [,3469] [,3470]
[,3471] [,3472] [,3473] [,3474] [,3475] [,3476] [,3477] [,3478]
[,3479] [,3480] [,3481] [,3482] [,3483] [,3484] [,3485] [,3486]
[,3487] [,3488] [,3489] [,3490] [,3491] [,3492] [,3493] [,3494]
[,3495] [,3496] [,3497] [,3498] [,3499] [,3500] [,3501] [,3502]
[,3503] [,3504] [,3505] [,3506] [,3507] [,3508] [,3509] [,3510]
[,3511] [,3512] [,3513] [,3514] [,3515] [,3516] [,3517] [,3518]
[,3519] [,3520] [,3521] [,3522] [,3523] [,3524] [,3525] [,3526]
[,3527] [,3528] [,3529] [,3530] [,3531] [,3532] [,3533] [,3534] [,3535]
[,3536] [,3537] [,3538] [,3539] [,3540] [,3541] [,3542] [,3543]
[,3544] [,3545] [,3546] [,3547] [,3548] [,3549] [,3550] [,3551]
[,3552] [,3553] [,3554] [,3555] [,3556] [,3557] [,3558] [,3559]
[,3560] [,3561] [,3562] [,3563] [,3564] [,3565] [,3566] [,3567] [,3568]
[,3569] [,3570] [,3571] [,3572] [,3573] [,3574] [,3575] [,3576]
[,3577] [,3578] [,3579] [,3580] [,3581] [,3582] [,3583] [,3584] [,3585]
[,3586] [,3587] [,3588] [,3589] [,3590] [,3591] [,3592] [,3593] [,3594]
[,3595] [,3596] [,3597] [,3598] [,3599] [,3600] [,3601] [,3602]
[,3603] [,3604] [,3605] [,3606] [,3607] [,3608] [,3609] [,3610] [,3611]
[,3612] [,3613] [,3614] [,3615] [,3616] [,3617] [,3618] [,3619]
[,3620] [,3621] [,3622] [,3623] [,3624] [,3625] [,3626] [,3627] [,3628]
[,3629] [,3630] [,3631] [,3632] [,3633] [,3634] [,3635] [,3636]
[,3637] [,3638] [,3639] [,3640] [,3641] [,3642] [,3643] [,3644]
[,3645] [,3646] [,3647] [,3648] [,3649] [,3650] [,3651] [,3652]
[,3653] [,3654] [,3655] [,3656] [,3657] [,3658] [,3659] [,3660]
[,3661] [,3662] [,3663] [,3664] [,3665] [,3666] [,3667] [,3668]
[,3669] [,3670] [,3671] [,3672] [,3673] [,3674] [,3675] [,3676] [,3677]
[,3678] [,3679] [,3680] [,3681] [,3682] [,3683] [,3684] [,3685]
[,3686] [,3687] [,3688] [,3689] [,3690] [,3691] [,3692] [,3693] [,3694]
[,3695] [,3696] [,3697] [,3698] [,3699] [,3700] [,3701] [,3702]
[,3703] [,3704] [,3705] [,3706] [,3707] [,3708] [,3709] [,3710]
[,3711] [,3712] [,3713] [,3714] [,3715] [,3716] [,3717] [,3718]
[,3719] [,3720] [,3721] [,3722] [,3723] [,3724] [,3725] [,3726] [,3727]
[,3728] [,3729] [,3730] [,3731] [,3732] [,3733] [,3734] [,3735]
[,3736] [,3737] [,3738] [,3739] [,3740] [,3741] [,3742] [,3743] [,3744]
[,3745] [,3746] [,3747] [,3748] [,3749] [,3750] [,3751] [,3752]
[,3753] [,3754] [,3755] [,3756] [,3757] [,3758] [,3759] [,3760]
[,3761] [,3762] [,3763] [,3764] [,3765] [,3766] [,3767] [,3768]
[,3769] [,3770] [,3771] [,3772] [,3773] [,3774] [,3775] [,3776]
[,3777] [,3778] [,3779] [,3780] [,3781] [,3782] [,3783] [,3784]
[,3785] [,3786] [,3787] [,3788] [,3789] [,3790] [,3791] [,3792]
[,3793] [,3794] [,3795] [,3796] [,3797] [,3798] [,3799] [,3800]
[,3801] [,3802] [,3803] [,3804] [,3805] [,3806] [,3807] [,3808]
[,3809] [,3810] [,3811] [,3812] [,3813] [,3814] [,3815] [,3816]
[,3817] [,3818] [,3819] [,3820] [,3821] [,3822] [,3823] [,3824]
[,3825] [,3826] [,3827] [,3828] [,3829] [,3830] [,3831] [,3832] [,3833]
[,3834] [,3835] [,3836] [,3837] [,3838] [,3839] [,3840] [,3841]
[,3842] [,3843] [,3844] [,3845] [,3846] [,3847] [,3848] [,3849]
[,3850] [,3851] [,3852] [,3853] [,3854] [,3855] [,3856] [,3857]
[,3858] [,3859] [,3860] [,3861] [,3862] [,3863] [,3864] [,3865]
[,3866] [,3867] [,3868] [,3869] [,3870] [,3871] [,3872] [,3873] [,3874]
[,3875] [,3876] [,3877] [,3878] [,3879] [,3880] [,3881] [,3882]
[,3883] [,3884] [,3885] [,3886] [,3887] [,3888] [,3889] [,3890]
[,3891] [,3892] [,3893] [,3894] [,3895] [,3896] [,3897] [,3898]
[,3899] [,3900] [,3901] [,3902] [,3903] [,3904] [,3905] [,3906]
[,3907] [,3908] [,3909] [,3910] [,3911] [,3912] [,3913] [,3914] [,3915]
[,3916] [,3917] [,3918] [,3919] [,3920] [,3921] [,3922] [,3923] [,3924]
[,3925] [,3926] [,3927] [,3928] [,3929] [,3930] [,3931] [,3932]
[,3933] [,3934] [,3935] [,3936] [,3937] [,3938] [,3939] [,3940] [,3941]
[,3942] [,3943] [,3944] [,3945] [,3946] [,3947] [,3948] [,3949]
[,3950] [,3951] [,3952] [,3953] [,3954] [,3955] [,3956] [,3957] [,3958]
[,3959] [,3960] [,3961] [,3962] [,3963] [,3964] [,3965] [,3966] [,3967]
[,3968] [,3969] [,3970] [,3971] [,3972] [,3973] [,3974] [,3975]
[,3976] [,3977] [,3978] [,3979] [,3980] [,3981] [,3982] [,3983]
[,3984] [,3985] [,3986] [,3987] [,3988] [,3989] [,3990] [,3991]
[,3992] [,3993] [,3994] [,3995] [,3996] [,3997] [,3998] [,3999]
[,4000] [,4001] [,4002] [,4003] [,4004] [,4005] [,4006] [,4007]
[,4008] [,4009] [,4010] [,4011] [,4012] [,4013] [,4014] [,4015]
[,4016] [,4017] [,4018] [,4019] [,4020] [,4021] [,4022] [,4023]
[,4024] [,4025] [,4026] [,4027] [,4028] [,4029] [,4030] [,4031] [,4032]
[,4033] [,4034] [,4035] [,4036] [,4037] [,4038] [,4039] [,4040]
[,4041] [,4042] [,4043] [,4044] [,4045] [,4046] [,4047] [,4048] [,4049]
[,4050] [,4051] [,4052] [,4053] [,4054] [,4055] [,4056] [,4057]
[,4058] [,4059] [,4060] [,4061] [,4062] [,4063] [,4064] [,4065] [,4066]
[,4067] [,4068] [,4069] [,4070] [,4071] [,4072] [,4073] [,4074]
[,4075] [,4076] [,4077] [,4078] [,4079] [,4080] [,4081] [,4082] [,4083]
[,4084] [,4085] [,4086] [,4087] [,4088] [,4089] [,4090] [,4091] [,4092]
[,4093] [,4094] [,4095] [,4096] [,4097] [,4098] [,4099] [,4100]
[,4101] [,4102] [,4103] [,4104] [,4105] [,4106] [,4107] [,4108]
[,4109] [,4110] [,4111] [,4112] [,4113] [,4114] [,4115] [,4116] [,4117]
[,4118] [,4119] [,4120] [,4121] [,4122] [,4123] [,4124] [,4125] [,4126]
[,4127] [,4128] [,4129] [,4130] [,4131] [,4132] [,4133] [,4134]
[,4135] [,4136] [,4137] [,4138] [,4139] [,4140] [,4141] [,4142] [,4143]
[,4144] [,4145] [,4146] [,4147] [,4148] [,4149] [,4150] [,4151]
[,4152] [,4153] [,4154] [,4155] [,4156] [,4157] [,4158] [,4159]
[,4160] [,4161] [,4162] [,4163] [,4164] [,4165] [,4166] [,4167]
[,4168] [,4169] [,4170] [,4171] [,4172] [,4173] [,4174] [,4175]
[,4176] [,4177] [,4178] [,4179] [,4180] [,4181] [,4182] [,4183] [,4184]
[,4185] [,4186] [,4187] [,4188] [,4189] [,4190] [,4191] [,4192] [,4193]
[,4194] [,4195] [,4196] [,4197] [,4198] [,4199] [,4200] [,4201]
[,4202] [,4203] [,4204] [,4205] [,4206] [,4207] [,4208] [,4209]
[,4210] [,4211] [,4212] [,4213] [,4214] [,4215] [,4216] [,4217]
[,4218] [,4219] [,4220] [,4221] [,4222] [,4223] [,4224] [,4225]
[,4226] [,4227] [,4228] [,4229] [,4230] [,4231] [,4232] [,4233]
[,4234] [,4235] [,4236] [,4237] [,4238] [,4239] [,4240] [,4241]
[,4242] [,4243] [,4244] [,4245] [,4246] [,4247] [,4248] [,4249] [,4250]
[,4251] [,4252] [,4253] [,4254] [,4255] [,4256] [,4257] [,4258]
[,4259] [,4260] [,4261] [,4262] [,4263] [,4264] [,4265] [,4266] [,4267]
[,4268] [,4269] [,4270] [,4271] [,4272] [,4273] [,4274] [,4275]
[,4276] [,4277] [,4278] [,4279] [,4280] [,4281] [,4282] [,4283]
[,4284] [,4285] [,4286] [,4287] [,4288] [,4289] [,4290] [,4291] [,4292]
[,4293] [,4294] [,4295] [,4296] [,4297] [,4298] [,4299] [,4300]
[,4301] [,4302] [,4303] [,4304] [,4305] [,4306] [,4307] [,4308]
[,4309] [,4310] [,4311] [,4312] [,4313] [,4314] [,4315] [,4316]
[,4317] [,4318] [,4319] [,4320] [,4321] [,4322] [,4323] [,4324]
[,4325] [,4326] [,4327] [,4328] [,4329] [,4330] [,4331] [,4332]
[,4333] [,4334] [,4335] [,4336] [,4337] [,4338] [,4339] [,4340] [,4341]
[,4342] [,4343] [,4344] [,4345] [,4346] [,4347] [,4348] [,4349]
[,4350] [,4351] [,4352] [,4353] [,4354] [,4355] [,4356] [,4357]
[,4358] [,4359] [,4360] [,4361] [,4362] [,4363] [,4364] [,4365]
[,4366] [,4367] [,4368] [,4369] [,4370] [,4371] [,4372] [,4373]
[,4374] [,4375] [,4376] [,4377] [,4378] [,4379] [,4380] [,4381] [,4382]
[,4383] [,4384] [,4385] [,4386] [,4387] [,4388] [,4389] [,4390]
[,4391] [,4392] [,4393] [,4394] [,4395] [,4396] [,4397] [,4398]
[,4399] [,4400] [,4401] [,4402] [,4403] [,4404] [,4405] [,4406] [,4407]
[,4408] [,4409] [,4410] [,4411] [,4412] [,4413] [,4414] [,4415] [,4416]
[,4417] [,4418] [,4419] [,4420] [,4421] [,4422] [,4423] [,4424]
[,4425] [,4426] [,4427] [,4428] [,4429] [,4430] [,4431] [,4432] [,4433]
[,4434] [,4435] [,4436] [,4437] [,4438] [,4439] [,4440] [,4441] [,4442]
[,4443] [,4444] [,4445] [,4446] [,4447] [,4448] [,4449] [,4450] [,4451]
[,4452] [,4453] [,4454] [,4455] [,4456] [,4457] [,4458] [,4459] [,4460]
[,4461] [,4462] [,4463] [,4464] [,4465] [,4466] [,4467] [,4468]
[,4469] [,4470] [,4471] [,4472] [,4473] [,4474] [,4475] [,4476] [,4477]
[,4478] [,4479] [,4480] [,4481] [,4482] [,4483] [,4484] [,4485]
[,4486] [,4487] [,4488] [,4489] [,4490] [,4491] [,4492] [,4493] [,4494]
[,4495] [,4496] [,4497] [,4498] [,4499] [,4500] [,4501] [,4502]
[,4503] [,4504] [,4505] [,4506] [,4507] [,4508] [,4509] [,4510]
[,4511] [,4512] [,4513] [,4514] [,4515] [,4516] [,4517] [,4518]
[,4519] [,4520] [,4521] [,4522] [,4523] [,4524] [,4525] [,4526]
[,4527] [,4528] [,4529] [,4530] [,4531] [,4532] [,4533] [,4534]
[,4535] [,4536] [,4537] [,4538] [,4539] [,4540] [,4541] [,4542]
[,4543] [,4544] [,4545] [,4546] [,4547] [,4548] [,4549] [,4550] [,4551]
[,4552] [,4553] [,4554] [,4555] [,4556] [,4557] [,4558] [,4559] [,4560]
[,4561] [,4562] [,4563] [,4564] [,4565] [,4566] [,4567] [,4568] [,4569]
[,4570] [,4571] [,4572] [,4573] [,4574] [,4575] [,4576] [,4577]
[,4578] [,4579] [,4580] [,4581] [,4582] [,4583] [,4584] [,4585]
[,4586] [,4587] [,4588] [,4589] [,4590] [,4591] [,4592] [,4593] [,4594]
[,4595] [,4596] [,4597] [,4598] [,4599] [,4600] [,4601] [,4602] [,4603]
[,4604] [,4605] [,4606] [,4607] [,4608] [,4609] [,4610] [,4611] [,4612]
[,4613] [,4614] [,4615] [,4616] [,4617] [,4618] [,4619] [,4620]
[,4621] [,4622] [,4623] [,4624] [,4625] [,4626] [,4627] [,4628]
[,4629] [,4630] [,4631] [,4632] [,4633] [,4634] [,4635] [,4636] [,4637]
[,4638] [,4639] [,4640] [,4641] [,4642] [,4643] [,4644] [,4645] [,4646]
[,4647] [,4648] [,4649] [,4650] [,4651] [,4652] [,4653] [,4654]
[,4655] [,4656] [,4657] [,4658] [,4659] [,4660] [,4661] [,4662] [,4663]
[,4664] [,4665] [,4666] [,4667] [,4668] [,4669] [,4670] [,4671]
[,4672] [,4673] [,4674] [,4675] [,4676] [,4677] [,4678] [,4679] [,4680]
[,4681] [,4682] [,4683] [,4684] [,4685] [,4686] [,4687] [,4688] [,4689]
[,4690] [,4691] [,4692] [,4693] [,4694] [,4695] [,4696] [,4697] [,4698]
[,4699] [,4700] [,4701] [,4702] [,4703] [,4704] [,4705] [,4706]
[,4707] [,4708] [,4709] [,4710] [,4711] [,4712] [,4713] [,4714] [,4715]
[,4716] [,4717] [,4718] [,4719] [,4720] [,4721] [,4722] [,4723] [,4724]
[,4725] [,4726] [,4727] [,4728] [,4729] [,4730] [,4731] [,4732]
[,4733] [,4734] [,4735] [,4736] [,4737] [,4738] [,4739] [,4740] [,4741]
[,4742] [,4743] [,4744] [,4745] [,4746] [,4747] [,4748] [,4749]
[,4750] [,4751] [,4752] [,4753] [,4754] [,4755] [,4756] [,4757] [,4758]
[,4759] [,4760] [,4761] [,4762] [,4763] [,4764] [,4765] [,4766] [,4767]
[,4768] [,4769] [,4770] [,4771] [,4772] [,4773] [,4774] [,4775] [,4776]
[,4777] [,4778] [,4779] [,4780] [,4781] [,4782] [,4783] [,4784]
[,4785] [,4786] [,4787] [,4788] [,4789] [,4790] [,4791] [,4792]
[,4793] [,4794] [,4795] [,4796] [,4797] [,4798] [,4799] [,4800]
[,4801] [,4802] [,4803] [,4804] [,4805] [,4806] [,4807] [,4808]
[,4809] [,4810] [,4811] [,4812] [,4813] [,4814] [,4815] [,4816]
[,4817] [,4818] [,4819] [,4820] [,4821] [,4822] [,4823] [,4824] [,4825]
[,4826] [,4827] [,4828] [,4829] [,4830] [,4831] [,4832] [,4833]
[,4834] [,4835] [,4836] [,4837] [,4838] [,4839] [,4840] [,4841]
[,4842] [,4843] [,4844] [,4845] [,4846] [,4847] [,4848] [,4849] [,4850]
[,4851] [,4852] [,4853] [,4854] [,4855] [,4856] [,4857] [,4858] [,4859]
[,4860] [,4861] [,4862] [,4863] [,4864] [,4865] [,4866] [,4867]
[,4868] [,4869] [,4870] [,4871] [,4872] [,4873] [,4874] [,4875] [,4876]
[,4877] [,4878] [,4879] [,4880] [,4881] [,4882] [,4883] [,4884]
[,4885] [,4886] [,4887] [,4888] [,4889] [,4890] [,4891] [,4892]
[,4893] [,4894] [,4895] [,4896] [,4897] [,4898] [,4899] [,4900] [,4901]
[,4902] [,4903] [,4904] [,4905] [,4906] [,4907] [,4908] [,4909]
[,4910] [,4911] [,4912] [,4913] [,4914] [,4915] [,4916] [,4917]
[,4918] [,4919] [,4920] [,4921] [,4922] [,4923] [,4924] [,4925]
[,4926] [,4927] [,4928] [,4929] [,4930] [,4931] [,4932] [,4933]
[,4934] [,4935] [,4936] [,4937] [,4938] [,4939] [,4940] [,4941]
[,4942] [,4943] [,4944] [,4945] [,4946] [,4947] [,4948] [,4949] [,4950]
[,4951] [,4952] [,4953] [,4954] [,4955] [,4956] [,4957] [,4958] [,4959]
[,4960] [,4961] [,4962] [,4963] [,4964] [,4965] [,4966] [,4967] [,4968]
[,4969] [,4970] [,4971] [,4972] [,4973] [,4974] [,4975] [,4976] [,4977]
[,4978] [,4979] [,4980] [,4981] [,4982] [,4983] [,4984] [,4985]
[,4986] [,4987] [,4988] [,4989] [,4990] [,4991] [,4992] [,4993] [,4994]
[,4995] [,4996] [,4997] [,4998] [,4999] [,5000] [,5001] [,5002]
[,5003] [,5004] [,5005] [,5006] [,5007] [,5008] [,5009] [,5010]
[,5011] [,5012] [,5013] [,5014] [,5015] [,5016] [,5017] [,5018]
[,5019] [,5020] [,5021] [,5022] [,5023] [,5024] [,5025] [,5026] [,5027]
[,5028] [,5029] [,5030] [,5031] [,5032] [,5033] [,5034] [,5035]
[,5036] [,5037] [,5038] [,5039] [,5040] [,5041] [,5042] [,5043]
[,5044] [,5045] [,5046] [,5047] [,5048] [,5049] [,5050] [,5051]
[,5052] [,5053] [,5054] [,5055] [,5056] [,5057] [,5058] [,5059]
[,5060] [,5061] [,5062] [,5063] [,5064] [,5065] [,5066] [,5067] [,5068]
[,5069] [,5070] [,5071] [,5072] [,5073] [,5074] [,5075] [,5076]
[,5077] [,5078] [,5079] [,5080] [,5081] [,5082] [,5083] [,5084] [,5085]
[,5086] [,5087] [,5088] [,5089] [,5090] [,5091] [,5092] [,5093] [,5094]
[,5095] [,5096] [,5097] [,5098] [,5099] [,5100] [,5101] [,5102]
[,5103] [,5104] [,5105] [,5106] [,5107] [,5108] [,5109] [,5110]
[,5111] [,5112] [,5113] [,5114] [,5115] [,5116] [,5117] [,5118]
[,5119] [,5120] [,5121] [,5122] [,5123] [,5124] [,5125] [,5126]
[,5127] [,5128] [,5129] [,5130] [,5131] [,5132] [,5133] [,5134]
[,5135] [,5136] [,5137] [,5138] [,5139] [,5140] [,5141] [,5142]
[,5143] [,5144] [,5145] [,5146] [,5147] [,5148] [,5149] [,5150] [,5151]
[,5152] [,5153] [,5154] [,5155] [,5156] [,5157] [,5158] [,5159] [,5160]
[,5161] [,5162] [,5163] [,5164] [,5165] [,5166] [,5167] [,5168]
[,5169] [,5170] [,5171] [,5172] [,5173] [,5174] [,5175] [,5176]
[,5177] [,5178] [,5179] [,5180] [,5181] [,5182] [,5183] [,5184]
[,5185] [,5186] [,5187] [,5188] [,5189] [,5190] [,5191] [,5192]
[,5193] [,5194] [,5195] [,5196] [,5197] [,5198] [,5199] [,5200]
[,5201] [,5202] [,5203] [,5204] [,5205] [,5206] [,5207] [,5208]
[,5209] [,5210] [,5211] [,5212] [,5213] [,5214] [,5215] [,5216]
[,5217] [,5218] [,5219] [,5220] [,5221] [,5222] [,5223] [,5224]
[,5225] [,5226] [,5227] [,5228] [,5229] [,5230] [,5231] [,5232]
[,5233] [,5234] [,5235] [,5236] [,5237] [,5238] [,5239] [,5240] [,5241]
[,5242] [,5243] [,5244] [,5245] [,5246] [,5247] [,5248] [,5249] [,5250]
[,5251] [,5252] [,5253] [,5254] [,5255] [,5256] [,5257] [,5258]
[,5259] [,5260] [,5261] [,5262] [,5263] [,5264] [,5265] [,5266]
[,5267] [,5268] [,5269] [,5270] [,5271] [,5272] [,5273] [,5274] [,5275]
[,5276] [,5277] [,5278] [,5279] [,5280] [,5281] [,5282] [,5283] [,5284]
[,5285] [,5286] [,5287] [,5288] [,5289] [,5290] [,5291] [,5292]
[,5293] [,5294] [,5295] [,5296] [,5297] [,5298] [,5299] [,5300]
[,5301] [,5302] [,5303] [,5304] [,5305] [,5306] [,5307] [,5308]
[,5309] [,5310] [,5311] [,5312] [,5313] [,5314] [,5315] [,5316]
[,5317] [,5318] [,5319] [,5320] [,5321] [,5322] [,5323] [,5324] [,5325]
[,5326] [,5327] [,5328] [,5329] [,5330] [,5331] [,5332] [,5333]
[,5334] [,5335] [,5336] [,5337] [,5338] [,5339] [,5340] [,5341] [,5342]
[,5343] [,5344] [,5345] [,5346] [,5347] [,5348] [,5349] [,5350]
[,5351] [,5352] [,5353] [,5354] [,5355] [,5356] [,5357] [,5358]
[,5359] [,5360] [,5361] [,5362] [,5363] [,5364] [,5365] [,5366] [,5367]
[,5368] [,5369] [,5370] [,5371] [,5372] [,5373] [,5374] [,5375]
[,5376] [,5377] [,5378] [,5379] [,5380] [,5381] [,5382] [,5383]
[,5384] [,5385] [,5386] [,5387] [,5388] [,5389] [,5390] [,5391]
[,5392] [,5393] [,5394] [,5395] [,5396] [,5397] [,5398] [,5399]
[,5400] [,5401] [,5402] [,5403] [,5404] [,5405] [,5406] [,5407]
[,5408] [,5409] [,5410] [,5411] [,5412] [,5413] [,5414] [,5415]
[,5416] [,5417] [,5418] [,5419] [,5420] [,5421] [,5422] [,5423] [,5424]
[,5425] [,5426] [,5427] [,5428] [,5429] [,5430] [,5431] [,5432] [,5433]
[,5434] [,5435] [,5436] [,5437] [,5438] [,5439] [,5440] [,5441]
[,5442] [,5443] [,5444] [,5445] [,5446] [,5447] [,5448] [,5449]
[,5450] [,5451] [,5452] [,5453] [,5454] [,5455] [,5456] [,5457]
[,5458] [,5459] [,5460] [,5461] [,5462] [,5463] [,5464] [,5465] [,5466]
[,5467] [,5468] [,5469] [,5470] [,5471] [,5472] [,5473] [,5474] [,5475]
[,5476] [,5477] [,5478] [,5479] [,5480] [,5481] [,5482] [,5483] [,5484]
[,5485] [,5486] [,5487] [,5488] [,5489] [,5490] [,5491] [,5492]
[,5493] [,5494] [,5495] [,5496] [,5497] [,5498] [,5499] [,5500] [,5501]
[,5502] [,5503] [,5504] [,5505] [,5506] [,5507] [,5508] [,5509]
[,5510] [,5511] [,5512] [,5513] [,5514] [,5515] [,5516] [,5517]
[,5518] [,5519] [,5520] [,5521] [,5522] [,5523] [,5524] [,5525]
[,5526] [,5527] [,5528] [,5529] [,5530] [,5531] [,5532] [,5533]
[,5534] [,5535] [,5536] [,5537] [,5538] [,5539] [,5540] [,5541] [,5542]
[,5543] [,5544] [,5545] [,5546] [,5547] [,5548] [,5549] [,5550]
[,5551] [,5552] [,5553] [,5554] [,5555] [,5556] [,5557] [,5558]
[,5559] [,5560] [,5561] [,5562] [,5563] [,5564] [,5565] [,5566] [,5567]
[,5568] [,5569] [,5570] [,5571] [,5572] [,5573] [,5574] [,5575]
[,5576] [,5577] [,5578] [,5579] [,5580] [,5581] [,5582] [,5583]
[,5584] [,5585] [,5586] [,5587] [,5588] [,5589] [,5590] [,5591] [,5592]
[,5593] [,5594] [,5595] [,5596] [,5597] [,5598] [,5599] [,5600]
[,5601] [,5602] [,5603] [,5604] [,5605] [,5606] [,5607] [,5608]
[,5609] [,5610] [,5611] [,5612] [,5613] [,5614] [,5615] [,5616]
[,5617] [,5618] [,5619] [,5620] [,5621] [,5622] [,5623] [,5624]
[,5625] [,5626] [,5627] [,5628] [,5629] [,5630] [,5631] [,5632]
[,5633] [,5634] [,5635] [,5636] [,5637] [,5638] [,5639] [,5640]
[,5641] [,5642] [,5643] [,5644] [,5645] [,5646] [,5647] [,5648] [,5649]
[,5650] [,5651] [,5652] [,5653] [,5654] [,5655] [,5656] [,5657] [,5658]
[,5659] [,5660] [,5661] [,5662] [,5663] [,5664] [,5665] [,5666] [,5667]
[,5668] [,5669] [,5670] [,5671] [,5672] [,5673] [,5674] [,5675] [,5676]
[,5677] [,5678] [,5679] [,5680] [,5681] [,5682] [,5683] [,5684]
[,5685] [,5686] [,5687] [,5688] [,5689] [,5690] [,5691] [,5692]
[,5693] [,5694] [,5695] [,5696] [,5697] [,5698] [,5699]
[,5700] [,5701] [,5702] [,5703] [,5704] [,5705] [,5706] [,5707]
[,5708] [,5709] [,5710] [,5711] [,5712] [,5713] [,5714] [,5715] [,5716]
[,5717] [,5718] [,5719] [,5720] [,5721] [,5722] [,5723] [,5724] [,5725]
[,5726] [,5727] [,5728] [,5729] [,5730] [,5731] [,5732] [,5733] [,5734]
[,5735] [,5736] [,5737] [,5738] [,5739] [,5740] [,5741] [,5742]
[,5743] [,5744] [,5745] [,5746] [,5747] [,5748] [,5749] [,5750]
[,5751] [,5752] [,5753] [,5754] [,5755] [,5756] [,5757] [,5758]
[,5759] [,5760] [,5761] [,5762] [,5763] [,5764] [,5765] [,5766] [,5767]
[,5768] [,5769] [,5770] [,5771] [,5772] [,5773] [,5774] [,5775]
[,5776] [,5777] [,5778] [,5779] [,5780] [,5781] [,5782] [,5783]
[,5784] [,5785] [,5786] [,5787] [,5788] [,5789] [,5790] [,5791]
[,5792] [,5793] [,5794] [,5795] [,5796] [,5797] [,5798] [,5799]
[,5800] [,5801] [,5802] [,5803] [,5804] [,5805] [,5806] [,5807]
[,5808] [,5809] [,5810] [,5811] [,5812] [,5813] [,5814] [,5815]
[,5816] [,5817] [,5818] [,5819] [,5820] [,5821] [,5822] [,5823] [,5824]
[,5825] [,5826] [,5827] [,5828] [,5829] [,5830] [,5831] [,5832]
[,5833] [,5834] [,5835] [,5836] [,5837] [,5838] [,5839] [,5840]
[,5841] [,5842] [,5843] [,5844] [,5845] [,5846] [,5847] [,5848]
[,5849] [,5850] [,5851] [,5852] [,5853] [,5854] [,5855] [,5856]
[,5857] [,5858] [,5859] [,5860] [,5861] [,5862] [,5863] [,5864] [,5865]
[,5866] [,5867] [,5868] [,5869] [,5870] [,5871] [,5872] [,5873] [,5874]
[,5875] [,5876] [,5877] [,5878] [,5879] [,5880] [,5881] [,5882]
[,5883] [,5884] [,5885] [,5886] [,5887] [,5888] [,5889] [,5890] [,5891]
[,5892] [,5893] [,5894] [,5895] [,5896] [,5897] [,5898] [,5899] [,5900]
[,5901] [,5902] [,5903] [,5904] [,5905] [,5906] [,5907] [,5908]
[,5909] [,5910] [,5911] [,5912] [,5913] [,5914] [,5915] [,5916] [,5917]
[,5918] [,5919] [,5920] [,5921] [,5922] [,5923] [,5924] [,5925]
[,5926] [,5927] [,5928] [,5929] [,5930] [,5931] [,5932] [,5933]
[,5934] [,5935] [,5936] [,5937] [,5938] [,5939] [,5940] [,5941]
[,5942] [,5943] [,5944] [,5945] [,5946] [,5947] [,5948] [,5949]
[,5950] [,5951] [,5952] [,5953] [,5954] [,5955] [,5956] [,5957]
[,5958] [,5959] [,5960] [,5961] [,5962] [,5963] [,5964] [,5965]
[,5966] [,5967] [,5968] [,5969] [,5970] [,5971] [,5972] [,5973] [,5974]
[,5975] [,5976] [,5977] [,5978] [,5979] [,5980] [,5981] [,5982]
[,5983] [,5984] [,5985] [,5986] [,5987] [,5988] [,5989] [,5990]
[,5991] [,5992] [,5993] [,5994] [,5995] [,5996] [,5997] [,5998] [,5999]
[,6000] [,6001] [,6002] [,6003] [,6004] [,6005] [,6006] [,6007]
[,6008] [,6009] [,6010] [,6011] [,6012] [,6013] [,6014] [,6015] [,6016]
[,6017] [,6018] [,6019] [,6020] [,6021] [,6022] [,6023] [,6024]
[,6025] [,6026] [,6027] [,6028] [,6029] [,6030] [,6031] [,6032] [,6033]
[,6034] [,6035] [,6036] [,6037] [,6038] [,6039] [,6040] [,6041]
[,6042] [,6043] [,6044] [,6045] [,6046] [,6047] [,6048] [,6049] [,6050]
[,6051] [,6052] [,6053] [,6054] [,6055] [,6056] [,6057] [,6058]
[,6059] [,6060] [,6061] [,6062] [,6063] [,6064] [,6065] [,6066]
[,6067] [,6068] [,6069] [,6070] [,6071] [,6072] [,6073] [,6074]
[,6075] [,6076] [,6077] [,6078] [,6079] [,6080] [,6081] [,6082]
[,6083] [,6084] [,6085] [,6086] [,6087] [,6088] [,6089] [,6090] [,6091]
[,6092] [,6093] [,6094] [,6095] [,6096] [,6097] [,6098] [,6099] [,6100]
[,6101] [,6102] [,6103] [,6104] [,6105] [,6106] [,6107] [,6108]
[,6109] [,6110] [,6111] [,6112] [,6113] [,6114] [,6115] [,6116]
[,6117] [,6118] [,6119] [,6120] [,6121] [,6122] [,6123] [,6124]
[,6125] [,6126] [,6127] [,6128] [,6129] [,6130] [,6131] [,6132]
[,6133] [,6134] [,6135] [,6136] [,6137] [,6138] [,6139] [,6140] [,6141]
[,6142] [,6143] [,6144] [,6145] [,6146] [,6147] [,6148] [,6149]
[,6150] [,6151] [,6152] [,6153] [,6154] [,6155] [,6156] [,6157]
[,6158] [,6159] [,6160] [,6161] [,6162] [,6163] [,6164] [,6165]
[,6166] [,6167] [,6168] [,6169] [,6170] [,6171] [,6172] [,6173] [,6174]
[,6175] [,6176] [,6177] [,6178] [,6179] [,6180] [,6181] [,6182]
[,6183] [,6184] [,6185] [,6186] [,6187] [,6188] [,6189] [,6190] [,6191]
[,6192] [,6193] [,6194] [,6195] [,6196] [,6197] [,6198] [,6199]
[,6200] [,6201] [,6202] [,6203] [,6204] [,6205] [,6206] [,6207]
[,6208] [,6209] [,6210] [,6211] [,6212] [,6213] [,6214] [,6215]
[,6216] [,6217] [,6218] [,6219] [,6220] [,6221] [,6222] [,6223]
[,6224] [,6225] [,6226] [,6227] [,6228] [,6229] [,6230] [,6231]
[,6232] [,6233] [,6234] [,6235] [,6236] [,6237] [,6238] [,6239]
[,6240] [,6241] [,6242] [,6243] [,6244] [,6245] [,6246] [,6247]
[,6248] [,6249] [,6250] [,6251] [,6252] [,6253] [,6254] [,6255]
[,6256] [,6257] [,6258] [,6259] [,6260] [,6261] [,6262] [,6263]
[,6264] [,6265] [,6266] [,6267] [,6268] [,6269] [,6270] [,6271] [,6272]
[,6273] [,6274] [,6275] [,6276] [,6277] [,6278] [,6279] [,6280]
[,6281] [,6282] [,6283] [,6284] [,6285] [,6286] [,6287] [,6288]
[,6289] [,6290] [,6291] [,6292] [,6293] [,6294] [,6295] [,6296] [,6297]
[,6298] [,6299] [,6300] [,6301] [,6302] [,6303] [,6304] [,6305]
[,6306] [,6307] [,6308] [,6309] [,6310] [,6311] [,6312] [,6313] [,6314]
[,6315] [,6316] [,6317] [,6318] [,6319] [,6320] [,6321] [,6322] [,6323]
[,6324] [,6325] [,6326] [,6327] [,6328] [,6329] [,6330] [,6331]
[,6332] [,6333] [,6334] [,6335] [,6336] [,6337] [,6338] [,6339] [,6340]
[,6341] [,6342] [,6343] [,6344] [,6345] [,6346] [,6347] [,6348]
[,6349] [,6350] [,6351] [,6352] [,6353] [,6354] [,6355] [,6356]
[,6357] [,6358] [,6359] [,6360] [,6361] [,6362] [,6363] [,6364] [,6365]
[,6366] [,6367] [,6368] [,6369] [,6370] [,6371] [,6372] [,6373]
[,6374] [,6375] [,6376] [,6377] [,6378] [,6379] [,6380] [,6381] [,6382]
[,6383] [,6384] [,6385] [,6386] [,6387] [,6388] [,6389] [,6390]
[,6391] [,6392] [,6393] [,6394] [,6395] [,6396] [,6397] [,6398]
[,6399] [,6400] [,6401] [,6402] [,6403] [,6404] [,6405] [,6406]
[,6407] [,6408] [,6409] [,6410] [,6411] [,6412] [,6413] [,6414] [,6415]
[,6416] [,6417] [,6418] [,6419] [,6420] [,6421] [,6422] [,6423] [,6424]
[,6425] [,6426] [,6427] [,6428] [,6429] [,6430] [,6431] [,6432]
[,6433] [,6434] [,6435] [,6436] [,6437] [,6438] [,6439] [,6440] [,6441]
[,6442] [,6443] [,6444] [,6445] [,6446] [,6447] [,6448] [,6449]
[,6450] [,6451] [,6452] [,6453] [,6454] [,6455] [,6456] [,6457]
[,6458] [,6459] [,6460] [,6461] [,6462] [,6463] [,6464] [,6465]
[,6466] [,6467] [,6468] [,6469] [,6470] [,6471] [,6472] [,6473]
[,6474] [,6475] [,6476] [,6477] [,6478] [,6479] [,6480] [,6481]
[,6482] [,6483] [,6484] [,6485] [,6486] [,6487] [,6488] [,6489] [,6490]
[,6491] [,6492] [,6493] [,6494] [,6495] [,6496] [,6497] [,6498]
[,6499] [,6500] [,6501] [,6502] [,6503] [,6504] [,6505] [,6506] [,6507]
[,6508] [,6509] [,6510] [,6511] [,6512] [,6513] [,6514] [,6515]
[,6516] [,6517] [,6518] [,6519] [,6520] [,6521] [,6522] [,6523] [,6524]
[,6525] [,6526] [,6527] [,6528] [,6529] [,6530] [,6531] [,6532]
[,6533] [,6534] [,6535] [,6536] [,6537] [,6538] [,6539] [,6540]
[,6541] [,6542] [,6543] [,6544] [,6545] [,6546] [,6547] [,6548]
[,6549] [,6550] [,6551] [,6552] [,6553] [,6554] [,6555] [,6556] [,6557]
[,6558] [,6559] [,6560] [,6561] [,6562] [,6563] [,6564] [,6565]
[,6566] [,6567] [,6568] [,6569] [,6570] [,6571] [,6572] [,6573]
[,6574] [,6575] [,6576] [,6577] [,6578] [,6579] [,6580] [,6581] [,6582]
[,6583] [,6584] [,6585] [,6586] [,6587] [,6588] [,6589] [,6590] [,6591]
[,6592] [,6593] [,6594] [,6595] [,6596] [,6597] [,6598] [,6599]
[,6600] [,6601] [,6602] [,6603] [,6604] [,6605] [,6606] [,6607] [,6608]
[,6609] [,6610] [,6611] [,6612] [,6613] [,6614] [,6615] [,6616]
[,6617] [,6618] [,6619] [,6620] [,6621] [,6622] [,6623] [,6624] [,6625]
[,6626] [,6627] [,6628] [,6629] [,6630] [,6631] [,6632] [,6633]
[,6634] [,6635] [,6636] [,6637] [,6638] [,6639] [,6640] [,6641]
[,6642] [,6643] [,6644] [,6645] [,6646] [,6647] [,6648] [,6649]
[,6650] [,6651] [,6652] [,6653] [,6654] [,6655] [,6656] [,6657] [,6658]
[,6659] [,6660] [,6661] [,6662] [,6663] [,6664] [,6665] [,6666] [,6667]
[,6668] [,6669] [,6670] [,6671] [,6672] [,6673] [,6674] [,6675] [,6676]
[,6677] [,6678] [,6679] [,6680] [,6681] [,6682] [,6683] [,6684] [,6685]
[,6686] [,6687] [,6688] [,6689] [,6690] [,6691] [,6692] [,6693]
[,6694] [,6695] [,6696] [,6697] [,6698] [,6699] [,6700] [,6701]
[,6702] [,6703] [,6704] [,6705] [,6706] [,6707] [,6708] [,6709]
[,6710] [,6711] [,6712] [,6713] [,6714] [,6715] [,6716] [,6717] [,6718]
[,6719] [,6720] [,6721] [,6722] [,6723] [,6724] [,6725] [,6726] [,6727]
[,6728] [,6729] [,6730] [,6731] [,6732] [,6733] [,6734] [,6735]
[,6736] [,6737] [,6738] [,6739] [,6740] [,6741] [,6742] [,6743]
[,6744] [,6745] [,6746] [,6747] [,6748] [,6749] [,6750] [,6751]
[,6752] [,6753] [,6754] [,6755] [,6756] [,6757] [,6758] [,6759]
[,6760] [,6761] [,6762] [,6763] [,6764] [,6765] [,6766] [,6767]
[,6768] [,6769] [,6770] [,6771] [,6772] [,6773] [,6774] [,6775] [,6776]
[,6777] [,6778] [,6779] [,6780] [,6781] [,6782] [,6783] [,6784]
[,6785] [,6786] [,6787] [,6788] [,6789] [,6790] [,6791] [,6792] [,6793]
[,6794] [,6795] [,6796] [,6797] [,6798] [,6799] [,6800] [,6801]
[,6802] [,6803] [,6804] [,6805] [,6806] [,6807] [,6808] [,6809]
[,6810] [,6811] [,6812] [,6813] [,6814] [,6815] [,6816] [,6817]
[,6818] [,6819] [,6820] [,6821] [,6822] [,6823] [,6824] [,6825]
[,6826] [,6827] [,6828] [,6829] [,6830] [,6831] [,6832] [,6833] [,6834]
[,6835] [,6836] [,6837] [,6838] [,6839] [,6840] [,6841] [,6842] [,6843]
[,6844] [,6845] [,6846] [,6847] [,6848] [,6849] [,6850] [,6851]
[,6852] [,6853] [,6854] [,6855] [,6856] [,6857] [,6858] [,6859]
[,6860] [,6861] [,6862] [,6863] [,6864] [,6865] [,6866] [,6867]
[,6868] [,6869] [,6870] [,6871] [,6872] [,6873] [,6874] [,6875]
[,6876] [,6877] [,6878] [,6879] [,6880] [,6881] [,6882] [,6883]
[,6884] [,6885] [,6886] [,6887] [,6888] [,6889] [,6890] [,6891]
[,6892] [,6893] [,6894] [,6895] [,6896] [,6897] [,6898] [,6899]
[,6900] [,6901] [,6902] [,6903] [,6904] [,6905] [,6906] [,6907]
[,6908] [,6909] [,6910] [,6911] [,6912] [,6913] [,6914] [,6915] [,6916]
[,6917] [,6918] [,6919] [,6920] [,6921] [,6922] [,6923] [,6924] [,6925]
[,6926] [,6927] [,6928] [,6929] [,6930] [,6931] [,6932] [,6933]
[,6934] [,6935] [,6936] [,6937] [,6938] [,6939] [,6940] [,6941]
[,6942] [,6943] [,6944] [,6945] [,6946] [,6947] [,6948] [,6949]
[,6950] [,6951] [,6952] [,6953] [,6954] [,6955] [,6956] [,6957]
[,6958] [,6959] [,6960] [,6961] [,6962] [,6963] [,6964] [,6965]
[,6966] [,6967] [,6968] [,6969] [,6970] [,6971] [,6972] [,6973] [,6974]
[,6975] [,6976] [,6977] [,6978] [,6979] [,6980] [,6981] [,6982]
[,6983] [,6984] [,6985] [,6986] [,6987] [,6988] [,6989] [,6990]
[,6991] [,6992] [,6993] [,6994] [,6995] [,6996] [,6997] [,6998] [,6999]
[,7000] [,7001] [,7002] [,7003] [,7004] [,7005] [,7006] [,7007]
[,7008] [,7009] [,7010] [,7011] [,7012] [,7013] [,7014] [,7015] [,7016]
[,7017] [,7018] [,7019] [,7020] [,7021] [,7022] [,7023] [,7024]
[,7025] [,7026] [,7027] [,7028] [,7029] [,7030] [,7031] [,7032] [,7033]
[,7034] [,7035] [,7036] [,7037] [,7038] [,7039] [,7040] [,7041] [,7042]
[,7043] [,7044] [,7045] [,7046] [,7047] [,7048] [,7049] [,7050]
[,7051] [,7052] [,7053] [,7054] [,7055] [,7056] [,7057] [,7058]
[,7059] [,7060] [,7061] [,7062] [,7063] [,7064] [,7065] [,7066] [,7067]
[,7068] [,7069] [,7070] [,7071] [,7072] [,7073] [,7074] [,7075]
[,7076] [,7077] [,7078] [,7079] [,7080] [,7081] [,7082] [,7083]
[,7084] [,7085] [,7086] [,7087] [,7088] [,7089] [,7090] [,7091]
[,7092] [,7093] [,7094] [,7095] [,7096] [,7097] [,7098] [,7099] [,7100]
[,7101] [,7102] [,7103] [,7104] [,7105] [,7106] [,7107] [,7108]
[,7109] [,7110] [,7111] [,7112] [,7113] [,7114] [,7115] [,7116]
[,7117] [,7118] [,7119] [,7120] [,7121] [,7122] [,7123] [,7124] [,7125]
[,7126] [,7127] [,7128] [,7129] [,7130] [,7131] [,7132] [,7133]
[,7134] [,7135] [,7136] [,7137] [,7138] [,7139] [,7140] [,7141]
[,7142] [,7143] [,7144] [,7145] [,7146] [,7147] [,7148] [,7149]
[,7150] [,7151] [,7152] [,7153] [,7154] [,7155] [,7156] [,7157]
[,7158] [,7159] [,7160] [,7161] [,7162] [,7163] [,7164] [,7165]
[,7166] [,7167] [,7168] [,7169] [,7170] [,7171] [,7172] [,7173]
[,7174] [,7175] [,7176] [,7177] [,7178] [,7179] [,7180] [,7181]
[,7182] [,7183] [,7184] [,7185] [,7186] [,7187] [,7188] [,7189]
[,7190] [,7191] [,7192] [,7193] [,7194] [,7195] [,7196] [,7197] [,7198]
[,7199] [,7200] [,7201] [,7202] [,7203] [,7204] [,7205] [,7206] [,7207]
[,7208] [,7209] [,7210] [,7211] [,7212] [,7213] [,7214] [,7215] [,7216]
[,7217] [,7218] [,7219] [,7220] [,7221] [,7222] [,7223] [,7224]
[,7225] [,7226] [,7227] [,7228] [,7229] [,7230] [,7231] [,7232]
[,7233] [,7234] [,7235] [,7236] [,7237] [,7238] [,7239] [,7240]
[,7241] [,7242] [,7243] [,7244] [,7245] [,7246] [,7247] [,7248]
[,7249] [,7250] [,7251] [,7252] [,7253] [,7254] [,7255] [,7256]
[,7257] [,7258] [,7259] [,7260] [,7261] [,7262] [,7263] [,7264]
[,7265] [,7266] [,7267] [,7268] [,7269] [,7270] [,7271] [,7272]
[,7273] [,7274] [,7275] [,7276] [,7277] [,7278] [,7279] [,7280]
[,7281] [,7282] [,7283] [,7284] [,7285] [,7286] [,7287] [,7288]
[,7289] [,7290] [,7291] [,7292] [,7293] [,7294] [,7295] [,7296]
[,7297] [,7298] [,7299] [,7300] [,7301] [,7302] [,7303] [,7304]
[,7305] [,7306] [,7307] [,7308] [,7309] [,7310] [,7311] [,7312]
[,7313] [,7314] [,7315] [,7316] [,7317] [,7318] [,7319] [,7320] [,7321]
[,7322] [,7323] [,7324] [,7325] [,7326] [,7327] [,7328] [,7329] [,7330]
[,7331] [,7332] [,7333] [,7334] [,7335] [,7336] [,7337] [,7338]
[,7339] [,7340] [,7341] [,7342] [,7343] [,7344] [,7345] [,7346]
[,7347] [,7348] [,7349] [,7350] [,7351] [,7352] [,7353] [,7354]
[,7355] [,7356] [,7357] [,7358] [,7359] [,7360] [,7361] [,7362] [,7363]
[,7364] [,7365] [,7366] [,7367] [,7368] [,7369] [,7370] [,7371]
[,7372] [,7373] [,7374] [,7375] [,7376] [,7377] [,7378] [,7379]
[,7380] [,7381] [,7382] [,7383] [,7384] [,7385] [,7386] [,7387] [,7388]
[,7389] [,7390] [,7391] [,7392] [,7393] [,7394] [,7395] [,7396] [,7397]
[,7398] [,7399] [,7400] [,7401] [,7402] [,7403] [,7404] [,7405] [,7406]
[,7407] [,7408] [,7409] [,7410] [,7411] [,7412] [,7413] [,7414]
[,7415] [,7416] [,7417] [,7418] [,7419] [,7420] [,7421] [,7422] [,7423]
[,7424] [,7425] [,7426] [,7427] [,7428] [,7429] [,7430] [,7431]
[,7432] [,7433] [,7434] [,7435] [,7436] [,7437] [,7438] [,7439]
[,7440] [,7441] [,7442] [,7443] [,7444] [,7445] [,7446] [,7447]
[,7448] [,7449] [,7450] [,7451] [,7452] [,7453] [,7454] [,7455]
[,7456] [,7457] [,7458] [,7459] [,7460] [,7461] [,7462] [,7463] [,7464]
[,7465] [,7466] [,7467] [,7468] [,7469] [,7470] [,7471] [,7472] [,7473]
[,7474] [,7475] [,7476] [,7477] [,7478] [,7479] [,7480] [,7481]
[,7482] [,7483] [,7484] [,7485] [,7486] [,7487] [,7488] [,7489]
[,7490] [,7491] [,7492] [,7493] [,7494] [,7495] [,7496] [,7497] [,7498]
[,7499] [,7500] [,7501] [,7502] [,7503] [,7504] [,7505] [,7506]
[,7507] [,7508] [,7509] [,7510] [,7511] [,7512] [,7513] [,7514]
[,7515] [,7516] [,7517] [,7518] [,7519] [,7520] [,7521] [,7522]
[,7523] [,7524] [,7525] [,7526] [,7527] [,7528] [,7529] [,7530]
[,7531] [,7532] [,7533] [,7534] [,7535] [,7536] [,7537] [,7538]
[,7539] [,7540] [,7541] [,7542] [,7543] [,7544] [,7545] [,7546]
[,7547] [,7548] [,7549] [,7550] [,7551] [,7552] [,7553] [,7554]
[,7555] [,7556] [,7557] [,7558] [,7559] [,7560] [,7561] [,7562]
[,7563] [,7564] [,7565] [,7566] [,7567] [,7568] [,7569] [,7570] [,7571]
[,7572] [,7573] [,7574] [,7575] [,7576] [,7577] [,7578] [,7579] [,7580]
[,7581] [,7582] [,7583] [,7584] [,7585] [,7586] [,7587] [,7588]
[,7589] [,7590] [,7591] [,7592] [,7593] [,7594] [,7595] [,7596]
[,7597] [,7598] [,7599] [,7600] [,7601] [,7602] [,7603] [,7604]
[,7605] [,7606] [,7607] [,7608] [,7609] [,7610] [,7611] [,7612] [,7613]
[,7614] [,7615] [,7616] [,7617] [,7618] [,7619] [,7620] [,7621]
[,7622] [,7623] [,7624] [,7625] [,7626] [,7627] [,7628] [,7629]
[,7630] [,7631] [,7632] [,7633] [,7634] [,7635] [,7636] [,7637]
[,7638] [,7639] [,7640] [,7641] [,7642] [,7643] [,7644] [,7645] [,7646]
[,7647] [,7648] [,7649] [,7650] [,7651] [,7652] [,7653] [,7654]
[,7655] [,7656] [,7657] [,7658] [,7659] [,7660] [,7661] [,7662]
[,7663] [,7664] [,7665] [,7666] [,7667] [,7668] [,7669] [,7670] [,7671]
[,7672] [,7673] [,7674] [,7675] [,7676] [,7677] [,7678] [,7679] [,7680]
[,7681] [,7682] [,7683] [,7684] [,7685] [,7686] [,7687] [,7688] [,7689]
[,7690] [,7691] [,7692] [,7693] [,7694] [,7695] [,7696] [,7697]
[,7698] [,7699] [,7700] [,7701] [,7702] [,7703] [,7704] [,7705]
[,7706] [,7707] [,7708] [,7709] [,7710] [,7711] [,7712] [,7713] [,7714]
[,7715] [,7716] [,7717] [,7718] [,7719] [,7720] [,7721] [,7722] [,7723]
[,7724] [,7725] [,7726] [,7727] [,7728] [,7729] [,7730] [,7731]
[,7732] [,7733] [,7734] [,7735] [,7736] [,7737] [,7738] [,7739] [,7740]
[,7741] [,7742] [,7743] [,7744] [,7745] [,7746] [,7747] [,7748] [,7749]
[,7750] [,7751] [,7752] [,7753] [,7754] [,7755] [,7756] [,7757]
[,7758] [,7759] [,7760] [,7761] [,7762] [,7763] [,7764] [,7765]
[,7766] [,7767] [,7768] [,7769] [,7770] [,7771] [,7772] [,7773] [,7774]
[,7775] [,7776] [,7777] [,7778] [,7779] [,7780] [,7781] [,7782] [,7783]
[,7784] [,7785] [,7786] [,7787] [,7788] [,7789] [,7790] [,7791] [,7792]
[,7793] [,7794] [,7795] [,7796] [,7797] [,7798] [,7799] [,7800] [,7801]
[,7802] [,7803] [,7804] [,7805] [,7806] [,7807] [,7808] [,7809]
[,7810] [,7811] [,7812] [,7813] [,7814] [,7815] [,7816] [,7817]
[,7818] [,7819] [,7820] [,7821] [,7822] [,7823] [,7824] [,7825]
[,7826] [,7827] [,7828] [,7829] [,7830] [,7831] [,7832] [,7833]
[,7834] [,7835] [,7836] [,7837] [,7838] [,7839] [,7840] [,7841]
[,7842] [,7843] [,7844] [,7845] [,7846] [,7847] [,7848] [,7849] [,7850]
[,7851] [,7852] [,7853] [,7854] [,7855] [,7856] [,7857] [,7858] [,7859]
[,7860] [,7861] [,7862] [,7863] [,7864] [,7865] [,7866] [,7867]
[,7868] [,7869] [,7870] [,7871] [,7872] [,7873] [,7874] [,7875]
[,7876] [,7877] [,7878] [,7879] [,7880] [,7881] [,7882] [,7883]
[,7884] [,7885] [,7886] [,7887] [,7888] [,7889] [,7890] [,7891]
[,7892] [,7893] [,7894] [,7895] [,7896] [,7897] [,7898] [,7899]
[,7900] [,7901] [,7902] [,7903] [,7904] [,7905] [,7906] [,7907]
[,7908] [,7909] [,7910] [,7911] [,7912] [,7913] [,7914] [,7915] [,7916]
[,7917] [,7918] [,7919] [,7920] [,7921] [,7922] [,7923] [,7924]
[,7925] [,7926] [,7927] [,7928] [,7929] [,7930] [,7931] [,7932]
[,7933] [,7934] [,7935] [,7936] [,7937] [,7938] [,7939] [,7940]
[,7941] [,7942] [,7943] [,7944] [,7945] [,7946] [,7947] [,7948]
[,7949] [,7950] [,7951] [,7952] [,7953] [,7954] [,7955] [,7956] [,7957]
[,7958] [,7959] [,7960] [,7961] [,7962] [,7963] [,7964]
[,7965] [,7966] [,7967] [,7968] [,7969] [,7970] [,7971] [,7972]
[,7973] [,7974] [,7975] [,7976] [,7977] [,7978] [,7979] [,7980] [,7981]
[,7982] [,7983] [,7984] [,7985] [,7986] [,7987] [,7988] [,7989]
[,7990] [,7991] [,7992] [,7993] [,7994] [,7995] [,7996] [,7997]
[,7998] [,7999] [,8000] [,8001] [,8002] [,8003] [,8004] [,8005]
[,8006] [,8007] [,8008] [,8009] [,8010] [,8011] [,8012] [,8013]
[,8014] [,8015] [,8016] [,8017] [,8018] [,8019] [,8020] [,8021] [,8022]
[,8023] [,8024] [,8025] [,8026] [,8027] [,8028] [,8029] [,8030] [,8031]
[,8032] [,8033] [,8034] [,8035] [,8036] [,8037] [,8038] [,8039] [,8040]
[,8041] [,8042] [,8043] [,8044] [,8045] [,8046] [,8047] [,8048] [,8049]
[,8050] [,8051] [,8052] [,8053] [,8054] [,8055] [,8056] [,8057]
[,8058] [,8059] [,8060] [,8061] [,8062] [,8063] [,8064] [,8065] [,8066]
[,8067] [,8068] [,8069] [,8070] [,8071] [,8072] [,8073] [,8074]
[,8075] [,8076] [,8077] [,8078] [,8079] [,8080] [,8081] [,8082]
[,8083] [,8084] [,8085] [,8086] [,8087] [,8088] [,8089] [,8090]
[,8091] [,8092] [,8093] [,8094] [,8095] [,8096] [,8097] [,8098]
[,8099] [,8100] [,8101] [,8102] [,8103] [,8104] [,8105] [,8106]
[,8107] [,8108] [,8109] [,8110] [,8111] [,8112] [,8113] [,8114]
[,8115] [,8116] [,8117] [,8118] [,8119] [,8120] [,8121] [,8122] [,8123]
[,8124] [,8125] [,8126] [,8127] [,8128] [,8129] [,8130] [,8131] [,8132]
[,8133] [,8134] [,8135] [,8136] [,8137] [,8138] [,8139] [,8140]
[,8141] [,8142] [,8143] [,8144] [,8145] [,8146] [,8147] [,8148]
[,8149] [,8150] [,8151] [,8152] [,8153] [,8154] [,8155] [,8156] [,8157]
[,8158] [,8159] [,8160] [,8161] [,8162] [,8163] [,8164] [,8165] [,8166]
[,8167] [,8168] [,8169] [,8170] [,8171] [,8172] [,8173] [,8174]
[,8175] [,8176] [,8177] [,8178] [,8179] [,8180] [,8181] [,8182] [,8183]
[,8184] [,8185] [,8186] [,8187] [,8188] [,8189] [,8190] [,8191]
[,8192] [,8193] [,8194] [,8195] [,8196] [,8197] [,8198] [,8199] [,8200]
[,8201] [,8202] [,8203] [,8204] [,8205] [,8206] [,8207] [,8208]
[,8209] [,8210] [,8211] [,8212] [,8213] [,8214] [,8215] [,8216]
[,8217] [,8218] [,8219] [,8220] [,8221] [,8222] [,8223] [,8224]
[,8225] [,8226] [,8227] [,8228] [,8229] [,8230] [,8231] [,8232]
[,8233] [,8234] [,8235] [,8236] [,8237] [,8238] [,8239] [,8240]
[,8241] [,8242] [,8243] [,8244] [,8245] [,8246] [,8247] [,8248]
[,8249] [,8250] [,8251] [,8252] [,8253] [,8254] [,8255] [,8256] [,8257]
[,8258] [,8259] [,8260] [,8261] [,8262] [,8263] [,8264] [,8265]
[,8266] [,8267] [,8268] [,8269] [,8270] [,8271] [,8272] [,8273] [,8274]
[,8275] [,8276] [,8277] [,8278] [,8279] [,8280] [,8281] [,8282]
[,8283] [,8284] [,8285] [,8286] [,8287] [,8288] [,8289] [,8290]
[,8291] [,8292] [,8293] [,8294] [,8295] [,8296] [,8297] [,8298]
[,8299] [,8300] [,8301] [,8302] [,8303] [,8304] [,8305] [,8306]
[,8307] [,8308] [,8309] [,8310] [,8311] [,8312] [,8313] [,8314]
[,8315] [,8316] [,8317] [,8318] [,8319] [,8320] [,8321] [,8322]
[,8323] [,8324] [,8325] [,8326] [,8327] [,8328] [,8329] [,8330]
[,8331] [,8332] [,8333] [,8334] [,8335] [,8336] [,8337] [,8338] [,8339]
[,8340] [,8341] [,8342] [,8343] [,8344] [,8345] [,8346] [,8347]
[,8348] [,8349] [,8350] [,8351] [,8352] [,8353] [,8354] [,8355]
[,8356] [,8357] [,8358] [,8359] [,8360] [,8361] [,8362] [,8363] [,8364]
[,8365] [,8366] [,8367] [,8368] [,8369] [,8370] [,8371] [,8372]
[,8373] [,8374] [,8375] [,8376] [,8377] [,8378] [,8379] [,8380]
[,8381] [,8382] [,8383] [,8384] [,8385] [,8386] [,8387] [,8388]
[,8389] [,8390] [,8391] [,8392] [,8393] [,8394] [,8395] [,8396] [,8397]
[,8398] [,8399] [,8400] [,8401] [,8402] [,8403] [,8404] [,8405] [,8406]
[,8407] [,8408] [,8409] [,8410] [,8411] [,8412] [,8413] [,8414]
[,8415] [,8416] [,8417] [,8418] [,8419] [,8420] [,8421] [,8422] [,8423]
[,8424] [,8425] [,8426] [,8427] [,8428] [,8429] [,8430] [,8431]
[,8432] [,8433] [,8434] [,8435] [,8436] [,8437] [,8438] [,8439]
[,8440] [,8441] [,8442] [,8443] [,8444] [,8445] [,8446] [,8447]
[,8448] [,8449] [,8450] [,8451] [,8452] [,8453] [,8454] [,8455] [,8456]
[,8457] [,8458] [,8459] [,8460] [,8461] [,8462] [,8463] [,8464]
[,8465] [,8466] [,8467] [,8468] [,8469] [,8470] [,8471] [,8472]
[,8473] [,8474] [,8475] [,8476] [,8477] [,8478] [,8479] [,8480]
[,8481] [,8482] [,8483] [,8484] [,8485] [,8486] [,8487] [,8488] [,8489]
[,8490] [,8491] [,8492] [,8493] [,8494] [,8495] [,8496] [,8497] [,8498]
[,8499] [,8500] [,8501] [,8502] [,8503] [,8504] [,8505] [,8506]
[,8507] [,8508] [,8509] [,8510] [,8511] [,8512] [,8513] [,8514]
[,8515] [,8516] [,8517] [,8518] [,8519] [,8520] [,8521] [,8522]
[,8523] [,8524] [,8525] [,8526] [,8527] [,8528] [,8529] [,8530]
[,8531] [,8532] [,8533] [,8534] [,8535] [,8536] [,8537] [,8538] [,8539]
[,8540] [,8541] [,8542] [,8543] [,8544] [,8545] [,8546] [,8547] [,8548]
[,8549] [,8550] [,8551] [,8552] [,8553] [,8554] [,8555] [,8556]
[,8557] [,8558] [,8559] [,8560] [,8561] [,8562] [,8563] [,8564]
[,8565] [,8566] [,8567] [,8568] [,8569] [,8570] [,8571] [,8572]
[,8573] [,8574] [,8575] [,8576] [,8577] [,8578] [,8579] [,8580]
[,8581] [,8582] [,8583] [,8584] [,8585] [,8586] [,8587] [,8588]
[,8589] [,8590] [,8591] [,8592] [,8593] [,8594] [,8595] [,8596]
[,8597] [,8598] [,8599] [,8600] [,8601] [,8602] [,8603] [,8604] [,8605]
[,8606] [,8607] [,8608] [,8609] [,8610] [,8611] [,8612] [,8613] [,8614]
[,8615] [,8616] [,8617] [,8618] [,8619] [,8620] [,8621] [,8622] [,8623]
[,8624] [,8625] [,8626] [,8627] [,8628] [,8629] [,8630] [,8631]
[,8632] [,8633] [,8634] [,8635] [,8636] [,8637] [,8638] [,8639]
[,8640] [,8641] [,8642] [,8643] [,8644] [,8645] [,8646] [,8647]
[,8648] [,8649] [,8650] [,8651] [,8652] [,8653] [,8654] [,8655]
[,8656] [,8657] [,8658] [,8659] [,8660] [,8661] [,8662] [,8663]
[,8664] [,8665] [,8666] [,8667] [,8668] [,8669] [,8670] [,8671]
[,8672] [,8673] [,8674] [,8675] [,8676] [,8677] [,8678] [,8679]
[,8680] [,8681] [,8682] [,8683] [,8684] [,8685] [,8686] [,8687]
[,8688] [,8689] [,8690] [,8691] [,8692] [,8693] [,8694] [,8695]
[,8696] [,8697] [,8698] [,8699] [,8700] [,8701] [,8702] [,8703]
[,8704] [,8705] [,8706] [,8707] [,8708] [,8709] [,8710] [,8711]
[,8712] [,8713] [,8714] [,8715] [,8716] [,8717] [,8718] [,8719]
[,8720] [,8721] [,8722] [,8723] [,8724] [,8725] [,8726] [,8727]
[,8728] [,8729] [,8730] [,8731] [,8732] [,8733] [,8734] [,8735]
[,8736] [,8737] [,8738] [,8739] [,8740] [,8741] [,8742] [,8743] [,8744]
[,8745] [,8746] [,8747] [,8748] [,8749] [,8750] [,8751] [,8752]
[,8753] [,8754] [,8755] [,8756] [,8757] [,8758] [,8759] [,8760]
[,8761] [,8762] [,8763] [,8764] [,8765] [,8766] [,8767] [,8768] [,8769]
[,8770] [,8771] [,8772] [,8773] [,8774] [,8775] [,8776] [,8777]
[,8778] [,8779] [,8780] [,8781] [,8782] [,8783] [,8784] [,8785]
[,8786] [,8787] [,8788] [,8789] [,8790] [,8791] [,8792] [,8793] [,8794]
[,8795] [,8796] [,8797] [,8798] [,8799] [,8800] [,8801] [,8802] [,8803]
[,8804] [,8805] [,8806] [,8807] [,8808] [,8809] [,8810] [,8811]
[,8812] [,8813] [,8814] [,8815] [,8816] [,8817] [,8818] [,8819]
[,8820] [,8821] [,8822] [,8823] [,8824] [,8825] [,8826] [,8827]
[,8828] [,8829] [,8830] [,8831] [,8832] [,8833] [,8834] [,8835]
[,8836] [,8837] [,8838] [,8839] [,8840] [,8841] [,8842] [,8843]
[,8844] [,8845] [,8846] [,8847] [,8848] [,8849] [,8850] [,8851] [,8852]
[,8853] [,8854] [,8855] [,8856] [,8857] [,8858] [,8859] [,8860] [,8861]
[,8862] [,8863] [,8864] [,8865] [,8866] [,8867] [,8868] [,8869]
[,8870] [,8871] [,8872] [,8873] [,8874] [,8875] [,8876] [,8877]
[,8878] [,8879] [,8880] [,8881] [,8882] [,8883] [,8884] [,8885] [,8886]
[,8887] [,8888] [,8889] [,8890] [,8891] [,8892] [,8893] [,8894]
[,8895] [,8896] [,8897] [,8898] [,8899] [,8900] [,8901] [,8902] [,8903]
[,8904] [,8905] [,8906] [,8907] [,8908] [,8909] [,8910] [,8911]
[,8912] [,8913] [,8914] [,8915] [,8916] [,8917] [,8918] [,8919]
[,8920] [,8921] [,8922] [,8923] [,8924] [,8925] [,8926] [,8927]
[,8928] [,8929] [,8930] [,8931] [,8932] [,8933] [,8934] [,8935]
[,8936] [,8937] [,8938] [,8939] [,8940] [,8941] [,8942] [,8943]
[,8944] [,8945] [,8946] [,8947] [,8948] [,8949] [,8950] [,8951]
[,8952] [,8953] [,8954] [,8955] [,8956] [,8957] [,8958] [,8959]
[,8960] [,8961] [,8962] [,8963] [,8964] [,8965] [,8966] [,8967]
[,8968] [,8969] [,8970] [,8971] [,8972] [,8973] [,8974] [,8975]
[,8976] [,8977] [,8978] [,8979] [,8980] [,8981] [,8982] [,8983]
[,8984] [,8985] [,8986] [,8987] [,8988] [,8989] [,8990] [,8991]
[,8992] [,8993] [,8994] [,8995] [,8996] [,8997] [,8998] [,8999] [,9000]
[,9001] [,9002] [,9003] [,9004] [,9005] [,9006] [,9007] [,9008] [,9009]
[,9010] [,9011] [,9012] [,9013] [,9014] [,9015] [,9016] [,9017]
[,9018] [,9019] [,9020] [,9021] [,9022] [,9023] [,9024] [,9025]
[,9026] [,9027] [,9028] [,9029] [,9030] [,9031] [,9032] [,9033]
[,9034] [,9035] [,9036] [,9037] [,9038] [,9039] [,9040] [,9041] [,9042]
[,9043] [,9044] [,9045] [,9046] [,9047] [,9048] [,9049] [,9050] [,9051]
[,9052] [,9053] [,9054] [,9055] [,9056] [,9057] [,9058] [,9059]
[,9060] [,9061] [,9062] [,9063] [,9064] [,9065] [,9066] [,9067]
[,9068] [,9069] [,9070] [,9071] [,9072] [,9073] [,9074] [,9075] [,9076]
[,9077] [,9078] [,9079] [,9080] [,9081] [,9082] [,9083] [,9084] [,9085]
[,9086] [,9087] [,9088] [,9089] [,9090] [,9091] [,9092] [,9093]
[,9094] [,9095] [,9096] [,9097] [,9098] [,9099] [,9100] [,9101] [,9102]
[,9103] [,9104] [,9105] [,9106] [,9107] [,9108] [,9109] [,9110]
[,9111] [,9112] [,9113] [,9114] [,9115] [,9116] [,9117] [,9118] [,9119]
[,9120] [,9121] [,9122] [,9123] [,9124] [,9125] [,9126] [,9127]
[,9128] [,9129] [,9130] [,9131] [,9132] [,9133] [,9134] [,9135]
[,9136] [,9137] [,9138] [,9139] [,9140] [,9141] [,9142] [,9143]
[,9144] [,9145] [,9146] [,9147] [,9148] [,9149] [,9150] [,9151]
[,9152] [,9153] [,9154] [,9155] [,9156] [,9157] [,9158] [,9159]
[,9160] [,9161] [,9162] [,9163] [,9164] [,9165] [,9166] [,9167] [,9168]
[,9169] [,9170] [,9171] [,9172] [,9173] [,9174] [,9175] [,9176]
[,9177] [,9178] [,9179] [,9180] [,9181] [,9182] [,9183] [,9184]
[,9185] [,9186] [,9187] [,9188] [,9189] [,9190] [,9191] [,9192]
[,9193] [,9194] [,9195] [,9196] [,9197] [,9198] [,9199] [,9200] [,9201]
[,9202] [,9203] [,9204] [,9205] [,9206] [,9207] [,9208] [,9209]
[,9210] [,9211] [,9212] [,9213] [,9214] [,9215] [,9216] [,9217]
[,9218] [,9219] [,9220] [,9221] [,9222] [,9223] [,9224] [,9225]
[,9226] [,9227] [,9228] [,9229] [,9230] [,9231] [,9232] [,9233]
[,9234] [,9235] [,9236] [,9237] [,9238] [,9239] [,9240] [,9241]
[,9242] [,9243] [,9244] [,9245] [,9246] [,9247] [,9248] [,9249]
[,9250] [,9251] [,9252] [,9253] [,9254] [,9255] [,9256] [,9257]
[,9258] [,9259] [,9260] [,9261] [,9262] [,9263] [,9264] [,9265]
[,9266] [,9267] [,9268] [,9269] [,9270] [,9271] [,9272] [,9273]
[,9274] [,9275] [,9276] [,9277] [,9278] [,9279] [,9280] [,9281]
[,9282] [,9283] [,9284] [,9285] [,9286] [,9287] [,9288] [,9289]
[,9290] [,9291] [,9292] [,9293] [,9294] [,9295] [,9296] [,9297]
[,9298] [,9299] [,9300] [,9301] [,9302] [,9303] [,9304] [,9305]
[,9306] [,9307] [,9308] [,9309] [,9310] [,9311] [,9312] [,9313]
[,9314] [,9315] [,9316] [,9317] [,9318] [,9319] [,9320] [,9321]
[,9322] [,9323] [,9324] [,9325] [,9326] [,9327] [,9328] [,9329]
[,9330] [,9331] [,9332] [,9333] [,9334] [,9335] [,9336] [,9337]
[,9338] [,9339] [,9340] [,9341] [,9342] [,9343] [,9344] [,9345] [,9346]
[,9347] [,9348] [,9349] [,9350] [,9351] [,9352] [,9353] [,9354]
[,9355] [,9356] [,9357] [,9358] [,9359] [,9360] [,9361] [,9362] [,9363]
[,9364] [,9365] [,9366] [,9367] [,9368] [,9369] [,9370] [,9371]
[,9372] [,9373] [,9374] [,9375] [,9376] [,9377] [,9378] [,9379]
[,9380] [,9381] [,9382] [,9383] [,9384] [,9385] [,9386] [,9387]
[,9388] [,9389] [,9390] [,9391] [,9392] [,9393] [,9394] [,9395] [,9396]
[,9397] [,9398] [,9399] [,9400] [,9401] [,9402] [,9403] [,9404]
[,9405] [,9406] [,9407] [,9408] [,9409] [,9410] [,9411] [,9412]
[,9413] [,9414] [,9415] [,9416] [,9417] [,9418] [,9419] [,9420]
[,9421] [,9422] [,9423] [,9424] [,9425] [,9426] [,9427] [,9428]
[,9429] [,9430] [,9431] [,9432] [,9433] [,9434] [,9435] [,9436]
[,9437] [,9438] [,9439] [,9440] [,9441] [,9442] [,9443] [,9444]
[,9445] [,9446] [,9447] [,9448] [,9449] [,9450] [,9451] [,9452] [,9453]
[,9454] [,9455] [,9456] [,9457] [,9458] [,9459] [,9460] [,9461] [,9462]
[,9463] [,9464] [,9465] [,9466] [,9467] [,9468] [,9469] [,9470] [,9471]
[,9472] [,9473] [,9474] [,9475] [,9476] [,9477] [,9478] [,9479] [,9480]
[,9481] [,9482] [,9483] [,9484] [,9485] [,9486] [,9487] [,9488]
[,9489] [,9490] [,9491] [,9492] [,9493] [,9494] [,9495] [,9496] [,9497]
[,9498] [,9499] [,9500] [,9501] [,9502] [,9503] [,9504] [,9505]
[,9506] [,9507] [,9508] [,9509] [,9510] [,9511] [,9512] [,9513]
[,9514] [,9515] [,9516] [,9517] [,9518] [,9519] [,9520] [,9521]
[,9522] [,9523] [,9524] [,9525] [,9526] [,9527] [,9528] [,9529]
[,9530] [,9531] [,9532] [,9533] [,9534] [,9535] [,9536] [,9537]
[,9538] [,9539] [,9540] [,9541] [,9542] [,9543] [,9544] [,9545]
[,9546] [,9547] [,9548] [,9549] [,9550] [,9551] [,9552] [,9553]
[,9554] [,9555] [,9556] [,9557] [,9558] [,9559] [,9560] [,9561]
[,9562] [,9563] [,9564] [,9565] [,9566] [,9567] [,9568] [,9569]
[,9570] [,9571] [,9572] [,9573] [,9574] [,9575] [,9576] [,9577]
[,9578] [,9579] [,9580] [,9581] [,9582] [,9583] [,9584] [,9585]
[,9586] [,9587] [,9588] [,9589] [,9590] [,9591] [,9592] [,9593]
[,9594] [,9595] [,9596] [,9597] [,9598] [,9599] [,9600] [,9601] [,9602]
[,9603] [,9604] [,9605] [,9606] [,9607] [,9608] [,9609] [,9610] [,9611]
[,9612] [,9613] [,9614] [,9615] [,9616] [,9617] [,9618] [,9619] [,9620]
[,9621] [,9622] [,9623] [,9624] [,9625] [,9626] [,9627] [,9628]
[,9629] [,9630] [,9631] [,9632] [,9633] [,9634] [,9635] [,9636]
[,9637] [,9638] [,9639] [,9640] [,9641] [,9642] [,9643] [,9644]
[,9645] [,9646] [,9647] [,9648] [,9649] [,9650] [,9651] [,9652] [,9653]
[,9654] [,9655] [,9656] [,9657] [,9658] [,9659] [,9660] [,9661]
[,9662] [,9663] [,9664] [,9665] [,9666] [,9667] [,9668] [,9669]
[,9670] [,9671] [,9672] [,9673] [,9674] [,9675] [,9676] [,9677]
[,9678] [,9679] [,9680] [,9681] [,9682] [,9683] [,9684] [,9685]
[,9686] [,9687] [,9688] [,9689] [,9690] [,9691] [,9692] [,9693] [,9694]
[,9695] [,9696] [,9697] [,9698] [,9699] [,9700] [,9701] [,9702]
[,9703] [,9704] [,9705] [,9706] [,9707] [,9708] [,9709] [,9710]
[,9711] [,9712] [,9713] [,9714] [,9715] [,9716] [,9717] [,9718] [,9719]
[,9720] [,9721] [,9722] [,9723] [,9724] [,9725] [,9726] [,9727] [,9728]
[,9729] [,9730] [,9731] [,9732] [,9733] [,9734] [,9735] [,9736]
[,9737] [,9738] [,9739] [,9740] [,9741] [,9742] [,9743] [,9744] [,9745]
[,9746] [,9747] [,9748] [,9749] [,9750] [,9751] [,9752] [,9753]
[,9754] [,9755] [,9756] [,9757] [,9758] [,9759] [,9760] [,9761] [,9762]
[,9763] [,9764] [,9765] [,9766] [,9767] [,9768] [,9769] [,9770] [,9771]
[,9772] [,9773] [,9774] [,9775] [,9776] [,9777] [,9778] [,9779] [,9780]
[,9781] [,9782] [,9783] [,9784] [,9785] [,9786] [,9787] [,9788]
[,9789] [,9790] [,9791] [,9792] [,9793] [,9794] [,9795] [,9796] [,9797]
[,9798] [,9799] [,9800] [,9801] [,9802] [,9803] [,9804] [,9805]
[,9806] [,9807] [,9808] [,9809] [,9810] [,9811] [,9812] [,9813]
[,9814] [,9815] [,9816] [,9817] [,9818] [,9819] [,9820] [,9821] [,9822]
[,9823] [,9824] [,9825] [,9826] [,9827] [,9828] [,9829] [,9830] [,9831]
[,9832] [,9833] [,9834] [,9835] [,9836] [,9837] [,9838] [,9839]
[,9840] [,9841] [,9842] [,9843] [,9844] [,9845] [,9846] [,9847] [,9848]
[,9849] [,9850] [,9851] [,9852] [,9853] [,9854] [,9855] [,9856]
[,9857] [,9858] [,9859] [,9860] [,9861] [,9862] [,9863] [,9864]
[,9865] [,9866] [,9867] [,9868] [,9869] [,9870] [,9871] [,9872]
[,9873] [,9874] [,9875] [,9876] [,9877] [,9878] [,9879] [,9880]
[,9881] [,9882] [,9883] [,9884] [,9885] [,9886] [,9887] [,9888]
[,9889] [,9890] [,9891] [,9892] [,9893] [,9894] [,9895] [,9896]
[,9897] [,9898] [,9899] [,9900] [,9901] [,9902] [,9903] [,9904] [,9905]
[,9906] [,9907] [,9908] [,9909] [,9910] [,9911] [,9912] [,9913]
[,9914] [,9915] [,9916] [,9917] [,9918] [,9919] [,9920] [,9921]
[,9922] [,9923] [,9924] [,9925] [,9926] [,9927] [,9928] [,9929]
[,9930] [,9931] [,9932] [,9933] [,9934] [,9935] [,9936] [,9937]
[,9938] [,9939] [,9940] [,9941] [,9942] [,9943] [,9944] [,9945] [,9946]
[,9947] [,9948] [,9949] [,9950] [,9951] [,9952] [,9953] [,9954]
[,9955] [,9956] [,9957] [,9958] [,9959] [,9960] [,9961] [,9962]
[,9963] [,9964] [,9965] [,9966] [,9967] [,9968] [,9969] [,9970]
[,9971] [,9972] [,9973] [,9974] [,9975] [,9976] [,9977] [,9978]
[,9979] [,9980] [,9981] [,9982] [,9983] [,9984] [,9985] [,9986] [,9987]
[,9988] [,9989] [,9990] [,9991] [,9992] [,9993] [,9994] [,9995] [,9996]
[,9997] [,9998] [,9999] [,10000] [,10001] [,10002] [,10003] [,10004]
[,10005] [,10006] [,10007] [,10008] [,10009] [,10010] [,10011] [,10012] [,10013]
[,10014] [,10015] [,10016] [,10017] [,10018] [,10019] [,10020] [,10021] [,10022]
[,10023] [,10024] [,10025] [,10026] [,10027] [,10028] [,10029] [,10030]
[,10031] [,10032] [,10033] [,10034] [,10035] [,10036] [,10037] [,10038]
[,10039] [,10040] [,10041] [,10042] [,10043] [,10044] [,10045] [,10046] [,10047]
[,10048] [,10049] [,10050] [,10051] [,10052] [,10053] [,10054] [,10055]
[,10056] [,10057] [,10058] [,10059] [,10060] [,10061] [,10062] [,10063]
[,10064] [,10065] [,10066] [,10067] [,10068] [,10069] [,10070] [,10071]
[,10072] [,10073] [,10074] [,10075] [,10076] [,10077] [,10078] [,10079]
[,10080] [,10081] [,10082] [,10083] [,10084] [,10085] [,10086] [,10087] [,10088]
[,10089] [,10090] [,10091] [,10092] [,10093] [,10094] [,10095] [,10096] [,10097]
[,10098] [,10099] [,10100] [,10101] [,10102] [,10103] [,10104] [,10105]
[,10106] [,10107] [,10108] [,10109] [,10110] [,10111] [,10112] [,10113]
[,10114] [,10115] [,10116] [,10117] [,10118] [,10119] [,10120] [,10121]
[,10122] [,10123] [,10124] [,10125] [,10126] [,10127] [,10128] [,10129]
[,10130] [,10131] [,10132] [,10133] [,10134] [,10135] [,10136] [,10137]
[,10138] [,10139] [,10140] [,10141] [,10142] [,10143] [,10144] [,10145]
[,10146] [,10147] [,10148] [,10149] [,10150] [,10151] [,10152] [,10153]
[,10154] [,10155] [,10156] [,10157] [,10158] [,10159] [,10160] [,10161] [,10162]
[,10163] [,10164] [,10165] [,10166] [,10167] [,10168] [,10169] [,10170]
[,10171] [,10172] [,10173] [,10174] [,10175] [,10176] [,10177] [,10178]
[,10179] [,10180] [,10181] [,10182] [,10183] [,10184] [,10185] [,10186]
[,10187] [,10188] [,10189] [,10190] [,10191] [,10192] [,10193] [,10194]
[,10195] [,10196] [,10197] [,10198] [,10199] [,10200] [,10201] [,10202]
[,10203] [,10204] [,10205] [,10206] [,10207] [,10208] [,10209] [,10210]
[,10211] [,10212] [,10213] [,10214] [,10215] [,10216] [,10217] [,10218]
[,10219] [,10220] [,10221] [,10222] [,10223] [,10224] [,10225] [,10226]
[,10227] [,10228] [,10229] [,10230] [,10231] [,10232] [,10233] [,10234]
[,10235] [,10236] [,10237] [,10238] [,10239] [,10240] [,10241] [,10242]
[,10243] [,10244] [,10245] [,10246] [,10247] [,10248] [,10249] [,10250]
[,10251] [,10252] [,10253] [,10254] [,10255] [,10256] [,10257] [,10258]
[,10259] [,10260] [,10261] [,10262] [,10263] [,10264] [,10265] [,10266]
[,10267] [,10268] [,10269] [,10270] [,10271] [,10272] [,10273] [,10274]
[,10275] [,10276] [,10277] [,10278] [,10279] [,10280] [,10281] [,10282]
[,10283] [,10284] [,10285] [,10286] [,10287] [,10288] [,10289] [,10290] [,10291]
[,10292] [,10293] [,10294] [,10295] [,10296] [,10297] [,10298] [,10299] [,10300]
[,10301] [,10302] [,10303] [,10304] [,10305] [,10306] [,10307] [,10308] [,10309]
[,10310] [,10311] [,10312] [,10313] [,10314] [,10315] [,10316] [,10317]
[,10318] [,10319] [,10320] [,10321] [,10322] [,10323] [,10324] [,10325]
[,10326] [,10327] [,10328] [,10329] [,10330] [,10331] [,10332] [,10333]
[,10334] [,10335] [,10336] [,10337] [,10338] [,10339] [,10340] [,10341]
[,10342] [,10343] [,10344] [,10345] [,10346] [,10347] [,10348] [,10349]
[,10350] [,10351] [,10352] [,10353] [,10354] [,10355] [,10356] [,10357]
[,10358] [,10359] [,10360] [,10361] [,10362] [,10363] [,10364] [,10365]
[,10366] [,10367] [,10368] [,10369] [,10370] [,10371] [,10372] [,10373]
[,10374] [,10375] [,10376] [,10377] [,10378] [,10379] [,10380] [,10381]
[,10382] [,10383] [,10384] [,10385] [,10386] [,10387] [,10388] [,10389]
[,10390] [,10391] [,10392] [,10393] [,10394] [,10395] [,10396] [,10397]
[,10398] [,10399] [,10400] [,10401] [,10402] [,10403] [,10404] [,10405]
[,10406] [,10407] [,10408] [,10409] [,10410] [,10411] [,10412] [,10413]
[,10414] [,10415] [,10416] [,10417] [,10418] [,10419] [,10420] [,10421]
[,10422] [,10423] [,10424] [,10425] [,10426] [,10427] [,10428] [,10429] [,10430]
[,10431] [,10432] [,10433] [,10434] [,10435] [,10436] [,10437] [,10438]
[,10439] [,10440] [,10441] [,10442] [,10443] [,10444] [,10445] [,10446]
[,10447] [,10448] [,10449] [,10450] [,10451] [,10452] [,10453] [,10454]
[,10455] [,10456] [,10457] [,10458] [,10459] [,10460] [,10461] [,10462]
[,10463] [,10464] [,10465] [,10466] [,10467] [,10468] [,10469] [,10470]
[,10471] [,10472] [,10473] [,10474] [,10475] [,10476] [,10477] [,10478]
[,10479] [,10480] [,10481] [,10482] [,10483] [,10484] [,10485] [,10486]
[,10487] [,10488] [,10489] [,10490] [,10491] [,10492] [,10493] [,10494]
[,10495] [,10496] [,10497] [,10498] [,10499] [,10500] [,10501] [,10502]
[,10503] [,10504] [,10505] [,10506] [,10507] [,10508] [,10509] [,10510]
[,10511] [,10512] [,10513] [,10514] [,10515] [,10516] [,10517] [,10518] [,10519]
[,10520] [,10521] [,10522] [,10523] [,10524] [,10525] [,10526] [,10527]
[,10528] [,10529] [,10530] [,10531] [,10532] [,10533] [,10534] [,10535]
[,10536] [,10537] [,10538] [,10539] [,10540] [,10541] [,10542] [,10543] [,10544]
[,10545] [,10546] [,10547] [,10548] [,10549] [,10550] [,10551] [,10552]
[,10553] [,10554] [,10555] [,10556] [,10557] [,10558] [,10559] [,10560]
[,10561] [,10562] [,10563] [,10564] [,10565] [,10566] [,10567] [,10568] [,10569]
[,10570] [,10571] [,10572] [,10573] [,10574] [,10575] [,10576] [,10577]
[,10578] [,10579] [,10580] [,10581] [,10582] [,10583] [,10584] [,10585]
[,10586] [,10587] [,10588] [,10589] [,10590] [,10591] [,10592] [,10593]
[,10594] [,10595] [,10596] [,10597] [,10598] [,10599] [,10600] [,10601]
[,10602] [,10603] [,10604] [,10605] [,10606] [,10607] [,10608] [,10609]
[,10610] [,10611] [,10612] [,10613] [,10614] [,10615] [,10616] [,10617]
[,10618] [,10619] [,10620] [,10621] [,10622] [,10623] [,10624] [,10625] [,10626]
[,10627] [,10628] [,10629] [,10630] [,10631] [,10632] [,10633] [,10634]
[,10635] [,10636] [,10637] [,10638] [,10639] [,10640] [,10641] [,10642]
[,10643] [,10644] [,10645] [,10646] [,10647] [,10648] [,10649] [,10650]
[,10651] [,10652] [,10653] [,10654] [,10655] [,10656] [,10657] [,10658]
[,10659] [,10660] [,10661] [,10662] [,10663] [,10664] [,10665] [,10666]
[,10667] [,10668] [,10669] [,10670] [,10671] [,10672] [,10673] [,10674]
[,10675] [,10676] [,10677] [,10678] [,10679] [,10680] [,10681] [,10682] [,10683]
[,10684] [,10685] [,10686] [,10687] [,10688] [,10689] [,10690] [,10691]
[,10692] [,10693] [,10694] [,10695] [,10696] [,10697] [,10698] [,10699]
[,10700] [,10701] [,10702] [,10703] [,10704] [,10705] [,10706] [,10707]
[,10708] [,10709] [,10710] [,10711] [,10712] [,10713] [,10714] [,10715]
[,10716] [,10717] [,10718] [,10719] [,10720] [,10721] [,10722] [,10723]
[,10724] [,10725] [,10726] [,10727] [,10728] [,10729] [,10730] [,10731]
[,10732] [,10733] [,10734] [,10735] [,10736] [,10737] [,10738] [,10739]
[,10740] [,10741] [,10742] [,10743] [,10744] [,10745] [,10746] [,10747] [,10748]
[,10749] [,10750] [,10751] [,10752] [,10753] [,10754] [,10755] [,10756] [,10757]
[,10758] [,10759] [,10760] [,10761] [,10762] [,10763] [,10764] [,10765]
[,10766] [,10767] [,10768] [,10769] [,10770] [,10771] [,10772] [,10773]
[,10774] [,10775] [,10776] [,10777] [,10778] [,10779] [,10780] [,10781]
[,10782] [,10783] [,10784] [,10785] [,10786] [,10787] [,10788] [,10789]
[,10790] [,10791] [,10792] [,10793] [,10794] [,10795] [,10796] [,10797] [,10798]
[,10799] [,10800] [,10801] [,10802] [,10803] [,10804] [,10805] [,10806] [,10807]
[,10808] [,10809] [,10810] [,10811] [,10812] [,10813] [,10814] [,10815]
[,10816] [,10817] [,10818] [,10819] [,10820] [,10821] [,10822] [,10823] [,10824]
[,10825] [,10826] [,10827] [,10828] [,10829] [,10830] [,10831] [,10832]
[,10833] [,10834] [,10835] [,10836] [,10837] [,10838] [,10839] [,10840]
[,10841] [,10842] [,10843] [,10844] [,10845] [,10846] [,10847] [,10848]
[,10849] [,10850] [,10851] [,10852] [,10853] [,10854] [,10855] [,10856]
[,10857] [,10858] [,10859] [,10860] [,10861] [,10862] [,10863] [,10864]
[,10865] [,10866] [,10867] [,10868] [,10869] [,10870] [,10871] [,10872] [,10873]
[,10874] [,10875] [,10876] [,10877] [,10878] [,10879] [,10880] [,10881]
[,10882] [,10883] [,10884] [,10885] [,10886] [,10887] [,10888] [,10889]
[,10890] [,10891] [,10892] [,10893] [,10894] [,10895] [,10896] [,10897] [,10898]
[,10899] [,10900] [,10901] [,10902] [,10903] [,10904] [,10905] [,10906]
[,10907] [,10908] [,10909] [,10910] [,10911] [,10912] [,10913] [,10914]
[,10915] [,10916] [,10917] [,10918] [,10919] [,10920] [,10921] [,10922]
[,10923] [,10924] [,10925] [,10926] [,10927] [,10928] [,10929] [,10930]
[,10931] [,10932] [,10933] [,10934] [,10935] [,10936] [,10937] [,10938]
[,10939] [,10940] [,10941] [,10942] [,10943] [,10944] [,10945] [,10946]
[,10947] [,10948] [,10949] [,10950] [,10951] [,10952] [,10953] [,10954]
[,10955] [,10956] [,10957] [,10958] [,10959] [,10960] [,10961] [,10962]
[,10963] [,10964] [,10965] [,10966] [,10967] [,10968] [,10969] [,10970]
[,10971] [,10972] [,10973] [,10974] [,10975] [,10976] [,10977] [,10978]
[,10979] [,10980] [,10981] [,10982] [,10983] [,10984] [,10985] [,10986]
[,10987] [,10988] [,10989] [,10990] [,10991] [,10992] [,10993] [,10994]
[,10995] [,10996] [,10997] [,10998] [,10999] [,11000] [,11001] [,11002]
[,11003] [,11004] [,11005] [,11006] [,11007] [,11008] [,11009] [,11010] [,11011]
[,11012] [,11013] [,11014] [,11015] [,11016] [,11017] [,11018] [,11019]
[,11020] [,11021] [,11022] [,11023] [,11024] [,11025] [,11026] [,11027]
[,11028] [,11029] [,11030] [,11031] [,11032] [,11033] [,11034] [,11035]
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[,11044] [,11045] [,11046] [,11047] [,11048] [,11049] [,11050] [,11051]
[,11052] [,11053] [,11054] [,11055] [,11056] [,11057] [,11058] [,11059] [,11060]
[,11061] [,11062] [,11063] [,11064] [,11065] [,11066] [,11067] [,11068]
[,11069] [,11070] [,11071] [,11072] [,11073] [,11074] [,11075] [,11076]
[,11077] [,11078] [,11079] [,11080] [,11081] [,11082] [,11083] [,11084] [,11085]
[,11086] [,11087] [,11088] [,11089] [,11090] [,11091] [,11092] [,11093]
[,11094] [,11095] [,11096] [,11097] [,11098] [,11099] [,11100] [,11101]
[,11102] [,11103] [,11104] [,11105] [,11106] [,11107] [,11108] [,11109]
[,11110] [,11111] [,11112] [,11113] [,11114] [,11115] [,11116] [,11117]
[,11118] [,11119] [,11120] [,11121] [,11122] [,11123] [,11124] [,11125]
[,11126] [,11127] [,11128] [,11129] [,11130] [,11131] [,11132] [,11133]
[,11134] [,11135] [,11136] [,11137] [,11138] [,11139] [,11140] [,11141]
[,11142] [,11143] [,11144] [,11145] [,11146] [,11147] [,11148] [,11149]
[,11150] [,11151] [,11152] [,11153] [,11154] [,11155] [,11156] [,11157]
[,11158] [,11159] [,11160] [,11161] [,11162] [,11163] [,11164] [,11165]
[,11166] [,11167] [,11168] [,11169] [,11170] [,11171] [,11172] [,11173]
[,11174] [,11175] [,11176] [,11177] [,11178] [,11179] [,11180] [,11181]
[,11182] [,11183] [,11184] [,11185] [,11186] [,11187] [,11188] [,11189]
[,11190] [,11191] [,11192] [,11193] [,11194] [,11195] [,11196] [,11197]
[,11198] [,11199] [,11200] [,11201] [,11202] [,11203] [,11204] [,11205]
[,11206] [,11207] [,11208] [,11209] [,11210] [,11211] [,11212] [,11213]
[,11214] [,11215] [,11216] [,11217] [,11218] [,11219] [,11220] [,11221]
[,11222] [,11223] [,11224] [,11225] [,11226] [,11227] [,11228] [,11229]
[,11230] [,11231] [,11232] [,11233] [,11234] [,11235] [,11236] [,11237]
[,11238] [,11239] [,11240] [,11241] [,11242] [,11243] [,11244] [,11245]
[,11246] [,11247] [,11248] [,11249] [,11250] [,11251] [,11252] [,11253]
[,11254] [,11255] [,11256] [,11257] [,11258] [,11259] [,11260] [,11261]
[,11262] [,11263] [,11264] [,11265] [,11266] [,11267] [,11268] [,11269]
[,11270] [,11271] [,11272] [,11273] [,11274] [,11275] [,11276] [,11277] [,11278]
[,11279] [,11280] [,11281] [,11282] [,11283] [,11284] [,11285] [,11286]
[,11287] [,11288] [,11289] [,11290] [,11291] [,11292] [,11293] [,11294]
[,11295] [,11296] [,11297] [,11298] [,11299] [,11300] [,11301] [,11302]
[,11303] [,11304] [,11305] [,11306] [,11307] [,11308] [,11309] [,11310]
[,11311] [,11312] [,11313] [,11314] [,11315] [,11316] [,11317] [,11318]
[,11319] [,11320] [,11321] [,11322] [,11323] [,11324] [,11325] [,11326]
[,11327] [,11328] [,11329] [,11330] [,11331] [,11332] [,11333] [,11334]
[,11335] [,11336] [,11337] [,11338] [,11339] [,11340] [,11341] [,11342]
[,11343] [,11344] [,11345] [,11346] [,11347] [,11348] [,11349] [,11350]
[,11351] [,11352] [,11353] [,11354] [,11355] [,11356] [,11357] [,11358]
[,11359] [,11360] [,11361] [,11362] [,11363] [,11364] [,11365]
[,11366] [,11367] [,11368] [,11369] [,11370] [,11371] [,11372] [,11373]
[,11374] [,11375] [,11376] [,11377] [,11378] [,11379] [,11380] [,11381]
[,11382] [,11383] [,11384] [,11385] [,11386] [,11387] [,11388] [,11389]
[,11390] [,11391] [,11392] [,11393] [,11394] [,11395] [,11396] [,11397]
[,11398] [,11399] [,11400] [,11401] [,11402] [,11403] [,11404] [,11405]
[,11406] [,11407] [,11408] [,11409] [,11410] [,11411] [,11412] [,11413]
[,11414] [,11415] [,11416] [,11417] [,11418] [,11419] [,11420] [,11421]
[,11422] [,11423] [,11424] [,11425] [,11426] [,11427] [,11428] [,11429]
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[,11439] [,11440] [,11441] [,11442] [,11443] [,11444] [,11445] [,11446]
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[,11463] [,11464] [,11465] [,11466] [,11467] [,11468] [,11469] [,11470] [,11471]
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[,11480] [,11481] [,11482] [,11483] [,11484] [,11485] [,11486] [,11487]
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[,11528] [,11529] [,11530] [,11531] [,11532] [,11533] [,11534] [,11535]
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[,11553] [,11554] [,11555] [,11556] [,11557] [,11558] [,11559] [,11560]
[,11561] [,11562] [,11563] [,11564] [,11565] [,11566] [,11567] [,11568]
[,11569] [,11570] [,11571] [,11572] [,11573] [,11574] [,11575] [,11576]
[,11577] [,11578] [,11579] [,11580] [,11581] [,11582] [,11583] [,11584]
[,11585] [,11586] [,11587] [,11588] [,11589] [,11590] [,11591] [,11592]
[,11593] [,11594] [,11595] [,11596] [,11597] [,11598] [,11599] [,11600]
[,11601] [,11602] [,11603] [,11604] [,11605] [,11606] [,11607] [,11608] [,11609]
[,11610] [,11611] [,11612] [,11613] [,11614] [,11615] [,11616] [,11617]
[,11618] [,11619] [,11620] [,11621] [,11622] [,11623] [,11624] [,11625]
[,11626] [,11627] [,11628] [,11629] [,11630] [,11631] [,11632] [,11633]
[,11634] [,11635] [,11636] [,11637] [,11638] [,11639] [,11640] [,11641]
[,11642] [,11643] [,11644] [,11645] [,11646] [,11647] [,11648] [,11649]
[,11650] [,11651] [,11652] [,11653] [,11654] [,11655] [,11656] [,11657]
[,11658] [,11659] [,11660] [,11661] [,11662] [,11663] [,11664] [,11665]
[,11666] [,11667] [,11668] [,11669] [,11670] [,11671] [,11672] [,11673] [,11674]
[,11675] [,11676] [,11677] [,11678] [,11679] [,11680] [,11681] [,11682] [,11683]
[,11684] [,11685] [,11686] [,11687] [,11688] [,11689] [,11690] [,11691]
[,11692] [,11693] [,11694] [,11695] [,11696] [,11697] [,11698] [,11699]
[,11700] [,11701] [,11702] [,11703] [,11704] [,11705] [,11706] [,11707]
[,11708] [,11709] [,11710] [,11711] [,11712] [,11713] [,11714] [,11715]
[,11716] [,11717] [,11718] [,11719] [,11720] [,11721] [,11722] [,11723]
[,11724] [,11725] [,11726] [,11727] [,11728] [,11729] [,11730] [,11731]
[,11732] [,11733] [,11734] [,11735] [,11736] [,11737] [,11738] [,11739]
[,11740] [,11741] [,11742] [,11743] [,11744] [,11745] [,11746] [,11747]
[,11748] [,11749] [,11750] [,11751] [,11752] [,11753] [,11754] [,11755] [,11756]
[,11757] [,11758] [,11759] [,11760] [,11761] [,11762] [,11763] [,11764]
[,11765] [,11766] [,11767] [,11768] [,11769] [,11770] [,11771] [,11772]
[,11773] [,11774] [,11775] [,11776] [,11777] [,11778] [,11779] [,11780]
[,11781] [,11782] [,11783] [,11784] [,11785] [,11786] [,11787] [,11788]
[,11789] [,11790] [,11791] [,11792] [,11793] [,11794] [,11795] [,11796]
[,11797] [,11798] [,11799] [,11800] [,11801] [,11802] [,11803] [,11804]
[,11805] [,11806] [,11807] [,11808] [,11809] [,11810] [,11811] [,11812]
[,11813] [,11814] [,11815] [,11816] [,11817] [,11818] [,11819] [,11820]
[,11821] [,11822] [,11823] [,11824] [,11825] [,11826] [,11827] [,11828]
[,11829] [,11830] [,11831] [,11832] [,11833] [,11834] [,11835] [,11836]
[,11837] [,11838] [,11839] [,11840] [,11841] [,11842] [,11843] [,11844] [,11845]
[,11846] [,11847] [,11848] [,11849] [,11850] [,11851] [,11852] [,11853]
[,11854] [,11855] [,11856] [,11857] [,11858] [,11859] [,11860] [,11861]
[,11862] [,11863] [,11864] [,11865] [,11866] [,11867] [,11868] [,11869]
[,11870] [,11871] [,11872] [,11873] [,11874] [,11875] [,11876] [,11877]
[,11878] [,11879] [,11880] [,11881] [,11882] [,11883] [,11884] [,11885]
[,11886] [,11887] [,11888] [,11889] [,11890] [,11891] [,11892] [,11893]
[,11894] [,11895] [,11896] [,11897] [,11898] [,11899] [,11900] [,11901] [,11902]
[,11903] [,11904] [,11905] [,11906] [,11907] [,11908] [,11909] [,11910]
[,11911] [,11912] [,11913] [,11914] [,11915] [,11916] [,11917] [,11918]
[,11919] [,11920] [,11921] [,11922] [,11923] [,11924] [,11925]
[,11926] [,11927] [,11928] [,11929] [,11930] [,11931] [,11932] [,11933]
[,11934] [,11935] [,11936] [,11937] [,11938] [,11939] [,11940] [,11941]
[,11942] [,11943] [,11944] [,11945] [,11946] [,11947] [,11948] [,11949]
[,11950] [,11951] [,11952] [,11953] [,11954] [,11955] [,11956] [,11957]
[,11958] [,11959] [,11960] [,11961] [,11962] [,11963] [,11964] [,11965]
[,11966] [,11967] [,11968] [,11969] [,11970] [,11971] [,11972] [,11973]
[,11974] [,11975] [,11976] [,11977] [,11978] [,11979] [,11980] [,11981]
[,11982] [,11983] [,11984] [,11985] [,11986] [,11987] [,11988] [,11989]
[,11990] [,11991] [,11992] [,11993] [,11994] [,11995] [,11996] [,11997]
[,11998] [,11999] [,12000] [,12001] [,12002] [,12003] [,12004] [,12005]
[,12006] [,12007] [,12008] [,12009] [,12010] [,12011] [,12012] [,12013]
[,12014] [,12015] [,12016] [,12017] [,12018] [,12019] [,12020] [,12021]
[,12022] [,12023] [,12024] [,12025] [,12026] [,12027] [,12028] [,12029]
[,12030] [,12031] [,12032] [,12033] [,12034] [,12035] [,12036] [,12037]
[,12038] [,12039] [,12040] [,12041] [,12042] [,12043] [,12044] [,12045]
[,12046] [,12047] [,12048] [,12049] [,12050] [,12051] [,12052] [,12053]
[,12054] [,12055] [,12056] [,12057] [,12058] [,12059] [,12060] [,12061]
[,12062] [,12063] [,12064] [,12065] [,12066] [,12067] [,12068] [,12069]
[,12070] [,12071] [,12072] [,12073] [,12074] [,12075] [,12076] [,12077]
[,12078] [,12079] [,12080] [,12081] [,12082] [,12083] [,12084] [,12085]
[,12086] [,12087] [,12088] [,12089] [,12090] [,12091] [,12092] [,12093]
[,12094] [,12095] [,12096] [,12097] [,12098] [,12099] [,12100] [,12101]
[,12102] [,12103] [,12104] [,12105] [,12106] [,12107] [,12108] [,12109]
[,12110] [,12111] [,12112] [,12113] [,12114] [,12115] [,12116] [,12117]
[,12118] [,12119] [,12120] [,12121] [,12122] [,12123] [,12124] [,12125]
[,12126] [,12127] [,12128] [,12129] [,12130] [,12131] [,12132] [,12133]
[,12134] [,12135] [,12136] [,12137] [,12138] [,12139] [,12140] [,12141]
[,12142] [,12143] [,12144] [,12145] [,12146] [,12147] [,12148] [,12149]
[,12150] [,12151] [,12152] [,12153] [,12154] [,12155] [,12156] [,12157]
[,12158] [,12159] [,12160] [,12161] [,12162] [,12163] [,12164] [,12165]
[,12166] [,12167] [,12168] [,12169] [,12170] [,12171] [,12172] [,12173]
[,12174] [,12175] [,12176] [,12177] [,12178] [,12179] [,12180] [,12181]
[,12182] [,12183] [,12184] [,12185] [,12186] [,12187] [,12188] [,12189]
[,12190] [,12191] [,12192] [,12193] [,12194] [,12195] [,12196] [,12197] [,12198]
[,12199] [,12200] [,12201] [,12202] [,12203] [,12204] [,12205] [,12206]
[,12207] [,12208] [,12209] [,12210] [,12211] [,12212] [,12213] [,12214]
[,12215] [,12216] [,12217] [,12218] [,12219] [,12220] [,12221] [,12222]
[,12223] [,12224] [,12225] [,12226] [,12227] [,12228] [,12229] [,12230]
[,12231] [,12232] [,12233] [,12234] [,12235] [,12236] [,12237] [,12238]
[,12239] [,12240] [,12241] [,12242] [,12243] [,12244] [,12245] [,12246] [,12247]
[,12248] [,12249] [,12250] [,12251] [,12252] [,12253] [,12254] [,12255]
[,12256] [,12257] [,12258] [,12259] [,12260] [,12261] [,12262] [,12263] [,12264]
[,12265] [,12266] [,12267] [,12268] [,12269] [,12270] [,12271] [,12272] [,12273]
[,12274] [,12275] [,12276] [,12277] [,12278] [,12279] [,12280] [,12281] [,12282]
[,12283] [,12284] [,12285] [,12286] [,12287] [,12288] [,12289] [,12290]
[,12291] [,12292] [,12293] [,12294] [,12295] [,12296] [,12297] [,12298]
[,12299] [,12300] [,12301] [,12302] [,12303] [,12304] [,12305] [,12306]
[,12307] [,12308] [,12309] [,12310] [,12311] [,12312] [,12313] [,12314]
[,12315] [,12316] [,12317] [,12318] [,12319] [,12320] [,12321] [,12322] [,12323]
[,12324] [,12325] [,12326] [,12327] [,12328] [,12329] [,12330] [,12331]
[,12332] [,12333] [,12334] [,12335] [,12336] [,12337] [,12338] [,12339]
[,12340] [,12341] [,12342] [,12343] [,12344] [,12345] [,12346] [,12347]
[,12348] [,12349] [,12350] [,12351] [,12352] [,12353] [,12354] [,12355]
[,12356] [,12357] [,12358] [,12359] [,12360] [,12361] [,12362] [,12363]
[,12364] [,12365] [,12366] [,12367] [,12368] [,12369] [,12370] [,12371]
[,12372] [,12373] [,12374] [,12375] [,12376] [,12377] [,12378] [,12379]
[,12380] [,12381] [,12382] [,12383] [,12384] [,12385] [,12386] [,12387] [,12388]
[,12389] [,12390] [,12391] [,12392] [,12393] [,12394] [,12395] [,12396]
[,12397] [,12398] [,12399] [,12400] [,12401] [,12402] [,12403] [,12404]
[,12405] [,12406] [,12407] [,12408] [,12409] [,12410] [,12411] [,12412]
[,12413] [,12414] [,12415] [,12416] [,12417] [,12418] [,12419] [,12420] [,12421]
[,12422] [,12423] [,12424] [,12425] [,12426] [,12427] [,12428] [,12429]
[,12430] [,12431] [,12432] [,12433] [,12434] [,12435] [,12436] [,12437]
[,12438] [,12439] [,12440] [,12441] [,12442] [,12443] [,12444] [,12445]
[,12446] [,12447] [,12448] [,12449] [,12450] [,12451] [,12452] [,12453] [,12454]
[,12455] [,12456] [,12457] [,12458] [,12459] [,12460] [,12461] [,12462]
[,12463] [,12464] [,12465] [,12466] [,12467] [,12468] [,12469] [,12470]
[,12471] [,12472] [,12473] [,12474] [,12475] [,12476] [,12477] [,12478]
[,12479] [,12480] [,12481] [,12482] [,12483] [,12484] [,12485] [,12486]
[,12487] [,12488] [,12489] [,12490] [,12491] [,12492] [,12493] [,12494]
[,12495] [,12496] [,12497] [,12498] [,12499] [,12500] [,12501] [,12502]
[,12503] [,12504] [,12505] [,12506] [,12507] [,12508] [,12509] [,12510]
[,12511] [,12512] [,12513] [,12514] [,12515] [,12516] [,12517] [,12518]
[,12519] [,12520] [,12521] [,12522] [,12523] [,12524] [,12525] [,12526] [,12527]
[,12528] [,12529] [,12530] [,12531] [,12532] [,12533] [,12534] [,12535]
[,12536] [,12537] [,12538] [,12539] [,12540] [,12541] [,12542] [,12543]
[,12544] [,12545] [,12546] [,12547] [,12548] [,12549] [,12550] [,12551]
[,12552] [,12553] [,12554] [,12555] [,12556] [,12557] [,12558] [,12559]
[,12560] [,12561] [,12562] [,12563] [,12564] [,12565] [,12566] [,12567]
[,12568] [,12569] [,12570] [,12571] [,12572] [,12573] [,12574] [,12575]
[,12576] [,12577] [,12578] [,12579] [,12580] [,12581] [,12582] [,12583]
[,12584] [,12585] [,12586] [,12587] [,12588] [,12589] [,12590] [,12591]
[,12592] [,12593] [,12594] [,12595] [,12596] [,12597] [,12598] [,12599] [,12600]
[,12601] [,12602] [,12603] [,12604] [,12605] [,12606] [,12607] [,12608]
[,12609] [,12610] [,12611] [,12612] [,12613] [,12614] [,12615] [,12616] [,12617]
[,12618] [,12619] [,12620] [,12621] [,12622] [,12623] [,12624] [,12625] [,12626]
[,12627] [,12628] [,12629] [,12630] [,12631] [,12632] [,12633] [,12634]
[,12635] [,12636] [,12637] [,12638] [,12639] [,12640] [,12641] [,12642]
[,12643] [,12644] [,12645] [,12646] [,12647] [,12648] [,12649] [,12650]
[,12651] [,12652] [,12653] [,12654] [,12655] [,12656] [,12657] [,12658] [,12659]
[,12660] [,12661] [,12662] [,12663] [,12664] [,12665] [,12666] [,12667]
[,12668] [,12669] [,12670] [,12671] [,12672] [,12673] [,12674] [,12675] [,12676]
[,12677] [,12678] [,12679] [,12680] [,12681] [,12682] [,12683] [,12684]
[,12685] [,12686] [,12687] [,12688] [,12689] [,12690] [,12691] [,12692]
[,12693] [,12694] [,12695] [,12696] [,12697] [,12698] [,12699] [,12700]
[,12701] [,12702] [,12703] [,12704] [,12705] [,12706] [,12707] [,12708]
[,12709] [,12710] [,12711] [,12712] [,12713] [,12714] [,12715] [,12716]
[,12717] [,12718] [,12719] [,12720] [,12721] [,12722] [,12723] [,12724] [,12725]
[,12726] [,12727] [,12728] [,12729] [,12730] [,12731] [,12732] [,12733] [,12734]
[,12735] [,12736] [,12737] [,12738] [,12739] [,12740] [,12741] [,12742] [,12743]
[,12744] [,12745] [,12746] [,12747] [,12748] [,12749] [,12750] [,12751]
[,12752] [,12753] [,12754] [,12755] [,12756] [,12757] [,12758] [,12759]
[,12760] [,12761] [,12762] [,12763] [,12764] [,12765] [,12766] [,12767]
[,12768] [,12769] [,12770] [,12771] [,12772] [,12773] [,12774] [,12775]
[,12776] [,12777] [,12778] [,12779] [,12780] [,12781] [,12782] [,12783]
[,12784] [,12785] [,12786] [,12787] [,12788] [,12789] [,12790] [,12791]
[,12792] [,12793] [,12794] [,12795] [,12796] [,12797] [,12798] [,12799]
[,12800] [,12801] [,12802] [,12803] [,12804] [,12805] [,12806] [,12807]
[,12808] [,12809] [,12810] [,12811] [,12812] [,12813] [,12814] [,12815]
[,12816] [,12817] [,12818] [,12819] [,12820] [,12821] [,12822] [,12823]
[,12824] [,12825] [,12826] [,12827] [,12828] [,12829] [,12830] [,12831]
[,12832] [,12833] [,12834] [,12835] [,12836] [,12837] [,12838] [,12839]
[,12840] [,12841] [,12842] [,12843] [,12844] [,12845] [,12846] [,12847]
[,12848] [,12849] [,12850] [,12851] [,12852] [,12853] [,12854] [,12855]
[,12856] [,12857] [,12858] [,12859] [,12860] [,12861] [,12862] [,12863]
[,12864] [,12865] [,12866] [,12867] [,12868] [,12869] [,12870] [,12871]
[,12872] [,12873] [,12874] [,12875] [,12876] [,12877] [,12878] [,12879]
[,12880] [,12881] [,12882] [,12883] [,12884] [,12885] [,12886] [,12887] [,12888]
[,12889] [,12890] [,12891] [,12892] [,12893] [,12894] [,12895] [,12896] [,12897]
[,12898] [,12899] [,12900] [,12901] [,12902] [,12903] [,12904] [,12905]
[,12906] [,12907] [,12908] [,12909] [,12910] [,12911] [,12912] [,12913] [,12914]
[,12915] [,12916] [,12917] [,12918] [,12919] [,12920] [,12921] [,12922]
[,12923] [,12924] [,12925] [,12926] [,12927] [,12928] [,12929] [,12930]
[,12931] [,12932] [,12933] [,12934] [,12935] [,12936] [,12937] [,12938] [,12939]
[,12940] [,12941] [,12942] [,12943] [,12944] [,12945] [,12946] [,12947]
[,12948] [,12949] [,12950] [,12951] [,12952] [,12953] [,12954] [,12955]
[,12956] [,12957] [,12958] [,12959] [,12960] [,12961] [,12962] [,12963]
[,12964] [,12965] [,12966] [,12967] [,12968] [,12969] [,12970] [,12971]
[,12972] [,12973] [,12974] [,12975] [,12976] [,12977] [,12978] [,12979]
[,12980] [,12981] [,12982] [,12983] [,12984] [,12985] [,12986] [,12987]
[,12988] [,12989] [,12990] [,12991] [,12992] [,12993] [,12994] [,12995]
[,12996] [,12997] [,12998] [,12999] [,13000] [,13001] [,13002] [,13003] [,13004]
[,13005] [,13006] [,13007] [,13008] [,13009] [,13010] [,13011] [,13012] [,13013]
[,13014] [,13015] [,13016] [,13017] [,13018] [,13019] [,13020] [,13021]
[,13022] [,13023] [,13024] [,13025] [,13026] [,13027] [,13028] [,13029] [,13030]
[,13031] [,13032] [,13033] [,13034] [,13035] [,13036] [,13037] [,13038] [,13039]
[,13040] [,13041] [,13042] [,13043] [,13044] [,13045] [,13046] [,13047]
[,13048] [,13049] [,13050] [,13051] [,13052] [,13053] [,13054] [,13055]
[,13056] [,13057] [,13058] [,13059] [,13060] [,13061] [,13062] [,13063] [,13064]
[,13065] [,13066] [,13067] [,13068] [,13069] [,13070] [,13071] [,13072] [,13073]
[,13074] [,13075] [,13076] [,13077] [,13078] [,13079] [,13080] [,13081]
[,13082] [,13083] [,13084] [,13085] [,13086] [,13087] [,13088] [,13089]
[,13090] [,13091] [,13092] [,13093] [,13094] [,13095] [,13096] [,13097]
[,13098] [,13099] [,13100] [,13101] [,13102] [,13103] [,13104] [,13105]
[,13106] [,13107] [,13108] [,13109] [,13110] [,13111] [,13112] [,13113]
[,13114] [,13115] [,13116] [,13117] [,13118] [,13119] [,13120] [,13121]
[,13122] [,13123] [,13124] [,13125] [,13126] [,13127] [,13128] [,13129]
[,13130] [,13131] [,13132] [,13133] [,13134] [,13135] [,13136] [,13137]
[,13138] [,13139] [,13140] [,13141] [,13142] [,13143] [,13144] [,13145]
[,13146] [,13147] [,13148] [,13149] [,13150] [,13151] [,13152] [,13153]
[,13154] [,13155] [,13156] [,13157] [,13158] [,13159] [,13160] [,13161]
[,13162] [,13163] [,13164] [,13165] [,13166] [,13167] [,13168] [,13169]
[,13170] [,13171] [,13172] [,13173] [,13174] [,13175] [,13176] [,13177]
[,13178] [,13179] [,13180] [,13181] [,13182] [,13183] [,13184] [,13185]
[,13186] [,13187] [,13188] [,13189] [,13190] [,13191] [,13192] [,13193]
[,13194] [,13195] [,13196] [,13197] [,13198] [,13199] [,13200] [,13201]
[,13202] [,13203] [,13204] [,13205] [,13206] [,13207] [,13208] [,13209] [,13210]
[,13211] [,13212] [,13213] [,13214] [,13215] [,13216] [,13217] [,13218]
[,13219] [,13220] [,13221] [,13222] [,13223] [,13224] [,13225] [,13226]
[,13227] [,13228] [,13229] [,13230] [,13231] [,13232] [,13233] [,13234]
[,13235] [,13236] [,13237] [,13238] [,13239] [,13240] [,13241] [,13242]
[,13243] [,13244] [,13245] [,13246] [,13247] [,13248] [,13249] [,13250]
[,13251] [,13252] [,13253] [,13254] [,13255] [,13256] [,13257] [,13258]
[,13259] [,13260] [,13261] [,13262] [,13263] [,13264] [,13265] [,13266] [,13267]
[,13268] [,13269] [,13270] [,13271] [,13272] [,13273] [,13274] [,13275]
[,13276] [,13277] [,13278] [,13279] [,13280] [,13281] [,13282] [,13283]
[,13284] [,13285] [,13286] [,13287] [,13288] [,13289] [,13290] [,13291]
[,13292] [,13293] [,13294] [,13295] [,13296] [,13297] [,13298] [,13299]
[,13300] [,13301] [,13302] [,13303] [,13304] [,13305] [,13306] [,13307]
[,13308] [,13309] [,13310] [,13311] [,13312] [,13313] [,13314] [,13315]
[,13316] [,13317] [,13318] [,13319] [,13320] [,13321] [,13322] [,13323] [,13324]
[,13325] [,13326] [,13327] [,13328] [,13329] [,13330] [,13331] [,13332]
[,13333] [,13334] [,13335] [,13336] [,13337] [,13338] [,13339] [,13340]
[,13341] [,13342] [,13343] [,13344] [,13345] [,13346] [,13347] [,13348]
[,13349] [,13350] [,13351] [,13352] [,13353] [,13354] [,13355] [,13356]
[,13357] [,13358] [,13359] [,13360] [,13361] [,13362] [,13363] [,13364]
[,13365] [,13366] [,13367] [,13368] [,13369] [,13370] [,13371] [,13372]
[,13373] [,13374] [,13375] [,13376] [,13377] [,13378] [,13379] [,13380]
[,13381] [,13382] [,13383] [,13384] [,13385] [,13386] [,13387] [,13388]
[,13389] [,13390] [,13391] [,13392] [,13393] [,13394] [,13395] [,13396] [,13397]
[,13398] [,13399] [,13400] [,13401] [,13402] [,13403] [,13404] [,13405]
[,13406] [,13407] [,13408] [,13409] [,13410] [,13411] [,13412] [,13413]
[,13414] [,13415] [,13416] [,13417] [,13418] [,13419] [,13420] [,13421]
[,13422] [,13423] [,13424] [,13425] [,13426] [,13427] [,13428] [,13429] [,13430]
[,13431] [,13432] [,13433] [,13434] [,13435] [,13436] [,13437] [,13438] [,13439]
[,13440] [,13441] [,13442] [,13443] [,13444] [,13445] [,13446] [,13447] [,13448]
[,13449] [,13450] [,13451] [,13452] [,13453] [,13454] [,13455] [,13456]
[,13457] [,13458] [,13459] [,13460] [,13461] [,13462] [,13463] [,13464]
[,13465] [,13466] [,13467] [,13468] [,13469] [,13470] [,13471] [,13472]
[,13473] [,13474] [,13475] [,13476] [,13477] [,13478] [,13479] [,13480] [,13481]
[,13482] [,13483] [,13484] [,13485] [,13486] [,13487] [,13488] [,13489]
[,13490] [,13491] [,13492] [,13493] [,13494] [,13495] [,13496] [,13497]
[,13498] [,13499] [,13500] [,13501] [,13502] [,13503] [,13504] [,13505]
[,13506] [,13507] [,13508] [,13509] [,13510] [,13511] [,13512] [,13513] [,13514]
[,13515] [,13516] [,13517] [,13518] [,13519] [,13520] [,13521] [,13522]
[,13523] [,13524] [,13525] [,13526] [,13527] [,13528] [,13529] [,13530]
[,13531] [,13532] [,13533] [,13534] [,13535] [,13536] [,13537] [,13538]
[,13539] [,13540] [,13541] [,13542] [,13543] [,13544] [,13545] [,13546]
[,13547] [,13548] [,13549] [,13550] [,13551] [,13552] [,13553] [,13554]
[,13555] [,13556] [,13557] [,13558] [,13559] [,13560] [,13561] [,13562]
[,13563] [,13564] [,13565] [,13566] [,13567] [,13568] [,13569] [,13570]
[,13571] [,13572] [,13573] [,13574] [,13575] [,13576] [,13577] [,13578]
[,13579] [,13580] [,13581] [,13582] [,13583] [,13584] [,13585] [,13586]
[,13587] [,13588] [,13589] [,13590] [,13591] [,13592] [,13593] [,13594]
[,13595] [,13596] [,13597] [,13598] [,13599] [,13600] [,13601] [,13602]
[,13603] [,13604] [,13605] [,13606] [,13607] [,13608] [,13609] [,13610]
[,13611] [,13612] [,13613] [,13614] [,13615] [,13616] [,13617] [,13618]
[,13619] [,13620] [,13621] [,13622] [,13623] [,13624] [,13625] [,13626]
[,13627] [,13628] [,13629] [,13630] [,13631] [,13632] [,13633] [,13634]
[,13635] [,13636] [,13637] [,13638] [,13639] [,13640] [,13641] [,13642]
[,13643] [,13644] [,13645] [,13646] [,13647] [,13648] [,13649] [,13650]
[,13651] [,13652] [,13653] [,13654] [,13655] [,13656] [,13657] [,13658]
[,13659] [,13660] [,13661] [,13662] [,13663] [,13664] [,13665] [,13666]
[,13667] [,13668] [,13669] [,13670] [,13671] [,13672] [,13673] [,13674]
[,13675] [,13676] [,13677] [,13678] [,13679] [,13680] [,13681] [,13682]
[,13683] [,13684] [,13685] [,13686] [,13687] [,13688] [,13689] [,13690]
[,13691] [,13692] [,13693] [,13694] [,13695] [,13696] [,13697] [,13698]
[,13699] [,13700] [,13701] [,13702] [,13703] [,13704] [,13705] [,13706] [,13707]
[,13708] [,13709] [,13710] [,13711] [,13712] [,13713] [,13714] [,13715]
[,13716] [,13717] [,13718] [,13719] [,13720] [,13721] [,13722] [,13723]
[,13724] [,13725] [,13726] [,13727] [,13728] [,13729] [,13730] [,13731]
[,13732] [,13733] [,13734] [,13735] [,13736] [,13737] [,13738] [,13739]
[,13740] [,13741] [,13742] [,13743] [,13744] [,13745] [,13746] [,13747]
[,13748] [,13749] [,13750] [,13751] [,13752] [,13753] [,13754] [,13755]
[,13756] [,13757] [,13758] [,13759] [,13760] [,13761] [,13762] [,13763]
[,13764] [,13765] [,13766] [,13767] [,13768] [,13769] [,13770] [,13771]
[,13772] [,13773] [,13774] [,13775] [,13776] [,13777] [,13778] [,13779]
[,13780] [,13781] [,13782] [,13783] [,13784] [,13785] [,13786] [,13787]
[,13788] [,13789] [,13790] [,13791] [,13792] [,13793] [,13794] [,13795]
[,13796] [,13797] [,13798] [,13799] [,13800] [,13801] [,13802] [,13803]
[,13804] [,13805] [,13806] [,13807] [,13808] [,13809] [,13810] [,13811]
[,13812] [,13813] [,13814] [,13815] [,13816] [,13817] [,13818] [,13819]
[,13820] [,13821] [,13822] [,13823] [,13824] [,13825] [,13826] [,13827]
[,13828] [,13829] [,13830] [,13831] [,13832] [,13833] [,13834] [,13835]
[,13836] [,13837] [,13838] [,13839] [,13840] [,13841] [,13842] [,13843]
[,13844] [,13845] [,13846] [,13847] [,13848] [,13849] [,13850] [,13851]
[,13852] [,13853] [,13854] [,13855] [,13856] [,13857] [,13858] [,13859]
[,13860] [,13861] [,13862] [,13863] [,13864] [,13865] [,13866] [,13867] [,13868]
[,13869] [,13870] [,13871] [,13872] [,13873] [,13874] [,13875] [,13876]
[,13877] [,13878] [,13879] [,13880] [,13881] [,13882] [,13883] [,13884]
[,13885] [,13886] [,13887] [,13888] [,13889] [,13890] [,13891] [,13892] [,13893]
[,13894] [,13895] [,13896] [,13897] [,13898] [,13899] [,13900] [,13901]
[,13902] [,13903] [,13904] [,13905] [,13906] [,13907] [,13908] [,13909]
[,13910] [,13911] [,13912] [,13913] [,13914] [,13915] [,13916] [,13917] [,13918]
[,13919] [,13920] [,13921] [,13922] [,13923] [,13924] [,13925] [,13926]
[,13927] [,13928] [,13929] [,13930] [,13931] [,13932] [,13933] [,13934]
[,13935] [,13936] [,13937] [,13938] [,13939] [,13940] [,13941] [,13942]
[,13943] [,13944] [,13945] [,13946] [,13947] [,13948] [,13949] [,13950]
[,13951] [,13952] [,13953] [,13954] [,13955] [,13956] [,13957] [,13958]
[,13959] [,13960] [,13961] [,13962] [,13963] [,13964] [,13965] [,13966]
[,13967] [,13968] [,13969] [,13970] [,13971] [,13972] [,13973] [,13974]
[,13975] [,13976] [,13977] [,13978] [,13979] [,13980] [,13981] [,13982]
[,13983] [,13984] [,13985] [,13986] [,13987] [,13988] [,13989] [,13990]
[,13991] [,13992] [,13993] [,13994] [,13995] [,13996] [,13997] [,13998]
[,13999] [,14000] [,14001] [,14002] [,14003] [,14004] [,14005] [,14006]
[,14007] [,14008] [,14009] [,14010] [,14011] [,14012] [,14013] [,14014]
[,14015] [,14016] [,14017] [,14018] [,14019] [,14020] [,14021] [,14022]
[,14023] [,14024] [,14025] [,14026] [,14027] [,14028] [,14029] [,14030]
[,14031] [,14032] [,14033] [,14034] [,14035] [,14036] [,14037] [,14038]
[,14039] [,14040] [,14041] [,14042] [,14043] [,14044] [,14045] [,14046]
[,14047] [,14048] [,14049] [,14050] [,14051] [,14052] [,14053] [,14054]
[,14055] [,14056] [,14057] [,14058] [,14059] [,14060] [,14061] [,14062]
[,14063] [,14064] [,14065] [,14066] [,14067] [,14068] [,14069] [,14070]
[,14071] [,14072] [,14073] [,14074] [,14075] [,14076] [,14077] [,14078] [,14079]
[,14080] [,14081] [,14082] [,14083] [,14084] [,14085] [,14086] [,14087]
[,14088] [,14089] [,14090] [,14091] [,14092] [,14093] [,14094] [,14095]
[,14096] [,14097] [,14098] [,14099] [,14100] [,14101] [,14102] [,14103]
[,14104] [,14105] [,14106] [,14107] [,14108] [,14109] [,14110] [,14111]
[,14112] [,14113] [,14114] [,14115] [,14116] [,14117] [,14118] [,14119]
[,14120] [,14121] [,14122] [,14123] [,14124] [,14125] [,14126] [,14127] [,14128]
[,14129] [,14130] [,14131] [,14132] [,14133] [,14134] [,14135] [,14136]
[,14137] [,14138] [,14139] [,14140] [,14141] [,14142] [,14143] [,14144] [,14145]
[,14146] [,14147] [,14148] [,14149] [,14150] [,14151] [,14152] [,14153]
[,14154] [,14155] [,14156] [,14157] [,14158] [,14159] [,14160] [,14161]
[,14162] [,14163] [,14164] [,14165] [,14166] [,14167] [,14168] [,14169]
[,14170] [,14171] [,14172] [,14173] [,14174] [,14175] [,14176] [,14177]
[,14178] [,14179] [,14180] [,14181] [,14182] [,14183] [,14184] [,14185]
[,14186] [,14187] [,14188] [,14189] [,14190] [,14191] [,14192] [,14193]
[,14194] [,14195] [,14196] [,14197] [,14198] [,14199] [,14200] [,14201] [,14202]
[,14203] [,14204] [,14205] [,14206] [,14207] [,14208] [,14209] [,14210] [,14211]
[,14212] [,14213] [,14214] [,14215] [,14216] [,14217] [,14218] [,14219] [,14220]
[,14221] [,14222] [,14223] [,14224] [,14225] [,14226] [,14227] [,14228]
[,14229] [,14230] [,14231] [,14232] [,14233] [,14234] [,14235] [,14236]
[,14237] [,14238] [,14239] [,14240] [,14241] [,14242] [,14243] [,14244]
[,14245] [,14246] [,14247] [,14248] [,14249] [,14250] [,14251] [,14252]
[,14253] [,14254] [,14255] [,14256] [,14257] [,14258] [,14259] [,14260]
[,14261] [,14262] [,14263] [,14264] [,14265] [,14266] [,14267] [,14268]
[,14269] [,14270] [,14271] [,14272] [,14273] [,14274] [,14275] [,14276] [,14277]
[,14278] [,14279] [,14280] [,14281] [,14282] [,14283] [,14284] [,14285]
[,14286] [,14287] [,14288] [,14289] [,14290] [,14291] [,14292] [,14293]
[,14294] [,14295] [,14296] [,14297] [,14298] [,14299] [,14300] [,14301]
[,14302] [,14303] [,14304] [,14305] [,14306] [,14307] [,14308] [,14309]
[,14310] [,14311] [,14312] [,14313] [,14314] [,14315] [,14316] [,14317]
[,14318] [,14319] [,14320] [,14321] [,14322] [,14323] [,14324] [,14325]
[,14326] [,14327] [,14328] [,14329] [,14330] [,14331] [,14332] [,14333]
[,14334] [,14335] [,14336] [,14337] [,14338] [,14339] [,14340] [,14341]
[,14342] [,14343] [,14344] [,14345] [,14346] [,14347] [,14348] [,14349]
[,14350] [,14351] [,14352] [,14353] [,14354] [,14355] [,14356] [,14357] [,14358]
[,14359] [,14360] [,14361] [,14362] [,14363] [,14364] [,14365] [,14366]
[,14367] [,14368] [,14369] [,14370] [,14371] [,14372] [,14373] [,14374]
[,14375] [,14376] [,14377] [,14378] [,14379] [,14380] [,14381] [,14382]
[,14383] [,14384] [,14385] [,14386] [,14387] [,14388] [,14389] [,14390]
[,14391] [,14392] [,14393] [,14394] [,14395] [,14396] [,14397] [,14398]
[,14399] [,14400] [,14401] [,14402] [,14403] [,14404] [,14405] [,14406] [,14407]
[,14408] [,14409] [,14410] [,14411] [,14412] [,14413] [,14414] [,14415]
[,14416] [,14417] [,14418] [,14419] [,14420] [,14421] [,14422] [,14423]
[,14424] [,14425] [,14426] [,14427] [,14428] [,14429] [,14430] [,14431] [,14432]
[,14433] [,14434] [,14435] [,14436] [,14437] [,14438] [,14439] [,14440]
[,14441] [,14442] [,14443] [,14444] [,14445] [,14446] [,14447] [,14448]
[,14449] [,14450] [,14451] [,14452] [,14453] [,14454] [,14455] [,14456]
[,14457] [,14458] [,14459] [,14460] [,14461] [,14462] [,14463] [,14464]
[,14465] [,14466] [,14467] [,14468] [,14469] [,14470] [,14471] [,14472]
[,14473] [,14474] [,14475] [,14476] [,14477] [,14478] [,14479] [,14480] [,14481]
[,14482] [,14483] [,14484] [,14485] [,14486] [,14487] [,14488] [,14489]
[,14490] [,14491] [,14492] [,14493] [,14494] [,14495] [,14496] [,14497]
[,14498] [,14499] [,14500] [,14501] [,14502] [,14503] [,14504] [,14505]
[,14506] [,14507] [,14508] [,14509] [,14510] [,14511] [,14512] [,14513]
[,14514] [,14515] [,14516] [,14517] [,14518] [,14519] [,14520] [,14521]
[,14522] [,14523] [,14524] [,14525] [,14526] [,14527] [,14528] [,14529] [,14530]
[,14531] [,14532] [,14533] [,14534] [,14535] [,14536] [,14537] [,14538]
[,14539] [,14540] [,14541] [,14542] [,14543] [,14544] [,14545] [,14546]
[,14547] [,14548] [,14549] [,14550] [,14551] [,14552] [,14553] [,14554]
[,14555] [,14556] [,14557] [,14558] [,14559] [,14560] [,14561] [,14562]
[,14563] [,14564] [,14565] [,14566] [,14567] [,14568] [,14569] [,14570]
[,14571] [,14572] [,14573] [,14574] [,14575] [,14576] [,14577] [,14578]
[,14579] [,14580] [,14581] [,14582] [,14583] [,14584] [,14585] [,14586]
[,14587] [,14588] [,14589] [,14590] [,14591] [,14592] [,14593] [,14594]
[,14595] [,14596] [,14597] [,14598] [,14599] [,14600] [,14601] [,14602]
[,14603] [,14604] [,14605] [,14606] [,14607] [,14608] [,14609] [,14610] [,14611]
[,14612] [,14613] [,14614] [,14615] [,14616] [,14617] [,14618] [,14619] [,14620]
[,14621] [,14622] [,14623] [,14624] [,14625] [,14626] [,14627] [,14628]
[,14629] [,14630] [,14631] [,14632] [,14633] [,14634] [,14635] [,14636]
[,14637] [,14638] [,14639] [,14640] [,14641] [,14642] [,14643] [,14644]
[,14645] [,14646] [,14647] [,14648] [,14649] [,14650] [,14651] [,14652]
[,14653] [,14654] [,14655] [,14656] [,14657] [,14658] [,14659] [,14660]
[,14661] [,14662] [,14663] [,14664] [,14665] [,14666] [,14667] [,14668]
[,14669] [,14670] [,14671] [,14672] [,14673] [,14674] [,14675] [,14676]
[,14677] [,14678] [,14679] [,14680] [,14681] [,14682] [,14683] [,14684]
[,14685] [,14686] [,14687] [,14688] [,14689] [,14690] [,14691] [,14692] [,14693]
[,14694] [,14695] [,14696] [,14697] [,14698] [,14699] [,14700] [,14701]
[,14702] [,14703] [,14704] [,14705] [,14706] [,14707] [,14708] [,14709]
[,14710] [,14711] [,14712] [,14713] [,14714] [,14715] [,14716] [,14717] [,14718]
[,14719] [,14720] [,14721] [,14722] [,14723] [,14724] [,14725] [,14726]
[,14727] [,14728] [,14729] [,14730] [,14731] [,14732] [,14733] [,14734]
[,14735] [,14736] [,14737] [,14738] [,14739] [,14740] [,14741] [,14742] [,14743]
[,14744] [,14745] [,14746] [,14747] [,14748] [,14749] [,14750] [,14751]
[,14752] [,14753] [,14754] [,14755] [,14756] [,14757] [,14758] [,14759]
[,14760] [,14761] [,14762] [,14763] [,14764] [,14765] [,14766] [,14767]
[,14768] [,14769] [,14770] [,14771] [,14772] [,14773] [,14774] [,14775]
[,14776] [,14777] [,14778] [,14779] [,14780] [,14781] [,14782] [,14783]
[,14784] [,14785] [,14786] [,14787] [,14788] [,14789] [,14790] [,14791]
[,14792] [,14793] [,14794] [,14795] [,14796] [,14797] [,14798] [,14799]
[,14800] [,14801] [,14802] [,14803] [,14804] [,14805] [,14806] [,14807]
[,14808] [,14809] [,14810] [,14811] [,14812] [,14813] [,14814] [,14815]
[,14816] [,14817] [,14818] [,14819] [,14820] [,14821] [,14822] [,14823]
[,14824] [,14825] [,14826] [,14827] [,14828] [,14829] [,14830] [,14831]
[,14832] [,14833] [,14834] [,14835] [,14836] [,14837] [,14838] [,14839]
[,14840] [,14841] [,14842] [,14843] [,14844] [,14845] [,14846] [,14847]
[,14848] [,14849] [,14850] [,14851] [,14852] [,14853] [,14854] [,14855]
[,14856] [,14857] [,14858] [,14859] [,14860] [,14861] [,14862] [,14863]
[,14864] [,14865] [,14866] [,14867] [,14868] [,14869] [,14870] [,14871]
[,14872] [,14873] [,14874] [,14875] [,14876] [,14877] [,14878] [,14879]
[,14880] [,14881] [,14882] [,14883] [,14884] [,14885] [,14886] [,14887]
[,14888] [,14889] [,14890] [,14891] [,14892] [,14893] [,14894] [,14895]
[,14896] [,14897] [,14898] [,14899] [,14900] [,14901] [,14902] [,14903]
[,14904] [,14905] [,14906] [,14907] [,14908] [,14909] [,14910] [,14911]
[,14912] [,14913] [,14914] [,14915] [,14916] [,14917] [,14918] [,14919]
[,14920] [,14921] [,14922] [,14923] [,14924] [,14925] [,14926] [,14927] [,14928]
[,14929] [,14930] [,14931] [,14932] [,14933] [,14934] [,14935] [,14936]
[,14937] [,14938] [,14939] [,14940] [,14941] [,14942] [,14943] [,14944]
[,14945] [,14946] [,14947] [,14948] [,14949] [,14950] [,14951] [,14952]
[,14953] [,14954] [,14955] [,14956] [,14957] [,14958] [,14959] [,14960]
[,14961] [,14962] [,14963] [,14964] [,14965] [,14966] [,14967] [,14968]
[,14969] [,14970] [,14971] [,14972] [,14973] [,14974] [,14975] [,14976]
[,14977] [,14978] [,14979] [,14980] [,14981] [,14982] [,14983] [,14984]
[,14985] [,14986] [,14987] [,14988] [,14989] [,14990] [,14991] [,14992]
[,14993] [,14994] [,14995] [,14996] [,14997] [,14998] [,14999] [,15000]
[,15001] [,15002] [,15003] [,15004] [,15005] [,15006] [,15007] [,15008]
[,15009] [,15010] [,15011] [,15012] [,15013] [,15014] [,15015] [,15016]
[,15017] [,15018] [,15019] [,15020] [,15021] [,15022] [,15023] [,15024]
[,15025] [,15026] [,15027] [,15028] [,15029] [,15030] [,15031] [,15032]
[,15033] [,15034] [,15035] [,15036] [,15037] [,15038] [,15039] [,15040]
[,15041] [,15042] [,15043] [,15044] [,15045] [,15046] [,15047] [,15048]
[,15049] [,15050] [,15051] [,15052] [,15053] [,15054] [,15055] [,15056]
[,15057] [,15058] [,15059] [,15060] [,15061] [,15062] [,15063] [,15064]
[,15065] [,15066] [,15067] [,15068] [,15069] [,15070] [,15071] [,15072]
[,15073] [,15074] [,15075] [,15076] [,15077] [,15078] [,15079] [,15080]
[,15081] [,15082] [,15083] [,15084] [,15085] [,15086] [,15087] [,15088]
[,15089] [,15090] [,15091] [,15092] [,15093] [,15094] [,15095] [,15096]
[,15097] [,15098] [,15099] [,15100] [,15101] [,15102] [,15103] [,15104]
[,15105] [,15106] [,15107] [,15108] [,15109] [,15110] [,15111] [,15112]
[,15113] [,15114] [,15115] [,15116] [,15117] [,15118] [,15119] [,15120] [,15121]
[,15122] [,15123] [,15124] [,15125] [,15126] [,15127] [,15128] [,15129]
[,15130] [,15131] [,15132] [,15133] [,15134] [,15135] [,15136] [,15137]
[,15138] [,15139] [,15140] [,15141] [,15142] [,15143] [,15144] [,15145]
[,15146] [,15147] [,15148] [,15149] [,15150] [,15151] [,15152] [,15153]
[,15154] [,15155] [,15156] [,15157] [,15158] [,15159] [,15160] [,15161] [,15162]
[,15163] [,15164] [,15165] [,15166] [,15167] [,15168] [,15169] [,15170]
[,15171] [,15172] [,15173] [,15174] [,15175] [,15176] [,15177] [,15178]
[,15179] [,15180] [,15181] [,15182] [,15183] [,15184] [,15185] [,15186]
[,15187] [,15188] [,15189] [,15190] [,15191] [,15192] [,15193] [,15194]
[,15195] [,15196] [,15197] [,15198] [,15199] [,15200] [,15201] [,15202]
[,15203] [,15204] [,15205] [,15206] [,15207] [,15208] [,15209] [,15210]
[,15211] [,15212] [,15213] [,15214] [,15215] [,15216] [,15217] [,15218]
[,15219] [,15220] [,15221] [,15222] [,15223] [,15224] [,15225] [,15226]
[,15227] [,15228] [,15229] [,15230] [,15231] [,15232] [,15233] [,15234]
[,15235] [,15236] [,15237] [,15238] [,15239] [,15240] [,15241] [,15242]
[,15243] [,15244] [,15245] [,15246] [,15247] [,15248] [,15249] [,15250] [,15251]
[,15252] [,15253] [,15254] [,15255] [,15256] [,15257] [,15258] [,15259]
[,15260] [,15261] [,15262] [,15263] [,15264] [,15265] [,15266] [,15267]
[,15268] [,15269] [,15270] [,15271] [,15272] [,15273] [,15274] [,15275]
[,15276] [,15277] [,15278] [,15279] [,15280] [,15281] [,15282] [,15283]
[,15284] [,15285] [,15286] [,15287] [,15288] [,15289] [,15290] [,15291]
[,15292] [,15293] [,15294] [,15295] [,15296] [,15297] [,15298] [,15299]
[,15300] [,15301] [,15302] [,15303] [,15304] [,15305] [,15306] [,15307]
[,15308] [,15309] [,15310] [,15311] [,15312] [,15313] [,15314] [,15315]
[,15316] [,15317] [,15318] [,15319] [,15320] [,15321] [,15322] [,15323]
[,15324] [,15325] [,15326] [,15327] [,15328] [,15329] [,15330] [,15331]
[,15332] [,15333] [,15334] [,15335] [,15336] [,15337] [,15338] [,15339]
[,15340] [,15341] [,15342] [,15343] [,15344] [,15345] [,15346] [,15347]
[,15348] [,15349] [,15350] [,15351] [,15352] [,15353] [,15354] [,15355]
[,15356] [,15357] [,15358] [,15359] [,15360] [,15361] [,15362] [,15363]
[,15364] [,15365] [,15366] [,15367] [,15368] [,15369] [,15370] [,15371]
[,15372] [,15373] [,15374] [,15375] [,15376] [,15377] [,15378] [,15379] [,15380]
[,15381] [,15382] [,15383] [,15384] [,15385] [,15386] [,15387] [,15388] [,15389]
[,15390] [,15391] [,15392] [,15393] [,15394] [,15395] [,15396] [,15397] [,15398]
[,15399] [,15400] [,15401] [,15402] [,15403] [,15404] [,15405] [,15406]
[,15407] [,15408] [,15409] [,15410] [,15411] [,15412] [,15413]
[,15414] [,15415] [,15416] [,15417] [,15418] [,15419] [,15420] [,15421]
[,15422] [,15423] [,15424] [,15425] [,15426] [,15427] [,15428] [,15429]
[,15430] [,15431] [,15432] [,15433] [,15434] [,15435] [,15436] [,15437] [,15438]
[,15439] [,15440] [,15441] [,15442] [,15443] [,15444] [,15445] [,15446]
[,15447] [,15448] [,15449] [,15450] [,15451] [,15452] [,15453] [,15454]
[,15455] [,15456] [,15457] [,15458] [,15459] [,15460] [,15461] [,15462]
[,15463] [,15464] [,15465] [,15466] [,15467] [,15468] [,15469] [,15470]
[,15471] [,15472] [,15473] [,15474] [,15475] [,15476] [,15477] [,15478]
[,15479] [,15480] [,15481] [,15482] [,15483] [,15484] [,15485] [,15486] [,15487]
[,15488] [,15489] [,15490] [,15491] [,15492] [,15493] [,15494] [,15495]
[,15496] [,15497] [,15498] [,15499] [,15500] [,15501] [,15502] [,15503]
[,15504] [,15505] [,15506] [,15507] [,15508] [,15509] [,15510] [,15511] [,15512]
[,15513] [,15514] [,15515] [,15516] [,15517] [,15518] [,15519] [,15520] [,15521]
[,15522] [,15523] [,15524] [,15525] [,15526] [,15527] [,15528] [,15529]
[,15530] [,15531] [,15532] [,15533] [,15534] [,15535] [,15536] [,15537]
[,15538] [,15539] [,15540] [,15541] [,15542] [,15543] [,15544] [,15545] [,15546]
[,15547] [,15548] [,15549] [,15550] [,15551] [,15552] [,15553] [,15554]
[,15555] [,15556] [,15557] [,15558] [,15559] [,15560] [,15561] [,15562]
[,15563] [,15564] [,15565] [,15566] [,15567] [,15568] [,15569] [,15570]
[,15571] [,15572] [,15573] [,15574] [,15575] [,15576] [,15577] [,15578]
[,15579] [,15580] [,15581] [,15582] [,15583] [,15584] [,15585] [,15586]
[,15587] [,15588] [,15589] [,15590] [,15591] [,15592] [,15593] [,15594] [,15595]
[,15596] [,15597] [,15598] [,15599] [,15600] [,15601] [,15602] [,15603]
[,15604] [,15605] [,15606] [,15607] [,15608] [,15609] [,15610] [,15611]
[,15612] [,15613] [,15614] [,15615] [,15616] [,15617] [,15618] [,15619] [,15620]
[,15621] [,15622] [,15623] [,15624] [,15625] [,15626] [,15627] [,15628]
[,15629] [,15630] [,15631] [,15632] [,15633] [,15634] [,15635] [,15636]
[,15637] [,15638] [,15639] [,15640] [,15641] [,15642] [,15643] [,15644]
[,15645] [,15646] [,15647] [,15648] [,15649] [,15650] [,15651] [,15652] [,15653]
[,15654] [,15655] [,15656] [,15657] [,15658] [,15659] [,15660] [,15661]
[,15662] [,15663] [,15664] [,15665] [,15666] [,15667] [,15668] [,15669]
[,15670] [,15671] [,15672] [,15673] [,15674] [,15675] [,15676] [,15677]
[,15678] [,15679] [,15680] [,15681] [,15682] [,15683] [,15684] [,15685] [,15686]
[,15687] [,15688] [,15689] [,15690] [,15691] [,15692] [,15693] [,15694]
[,15695] [,15696] [,15697] [,15698] [,15699] [,15700] [,15701] [,15702]
[,15703] [,15704] [,15705] [,15706] [,15707] [,15708] [,15709] [,15710]
[,15711] [,15712] [,15713] [,15714] [,15715] [,15716] [,15717] [,15718] [,15719]
[,15720] [,15721] [,15722] [,15723] [,15724] [,15725] [,15726] [,15727]
[,15728] [,15729] [,15730] [,15731] [,15732] [,15733] [,15734] [,15735]
[,15736] [,15737] [,15738] [,15739] [,15740] [,15741] [,15742] [,15743]
[,15744] [,15745] [,15746] [,15747] [,15748] [,15749] [,15750] [,15751]
[,15752] [,15753] [,15754] [,15755] [,15756] [,15757] [,15758] [,15759]
[,15760] [,15761] [,15762] [,15763] [,15764] [,15765] [,15766] [,15767] [,15768]
[,15769] [,15770] [,15771] [,15772] [,15773] [,15774] [,15775] [,15776] [,15777]
[,15778] [,15779] [,15780] [,15781] [,15782] [,15783] [,15784] [,15785]
[,15786] [,15787] [,15788] [,15789] [,15790] [,15791] [,15792] [,15793] [,15794]
[,15795] [,15796] [,15797] [,15798] [,15799] [,15800] [,15801] [,15802]
[,15803] [,15804] [,15805] [,15806] [,15807] [,15808] [,15809] [,15810]
[,15811] [,15812] [,15813] [,15814] [,15815] [,15816] [,15817] [,15818]
[,15819] [,15820] [,15821] [,15822] [,15823] [,15824] [,15825] [,15826]
[,15827] [,15828] [,15829] [,15830] [,15831] [,15832] [,15833] [,15834]
[,15835] [,15836] [,15837] [,15838] [,15839] [,15840] [,15841] [,15842]
[,15843] [,15844] [,15845] [,15846] [,15847] [,15848] [,15849] [,15850]
[,15851] [,15852] [,15853] [,15854] [,15855] [,15856] [,15857] [,15858]
[,15859] [,15860] [,15861] [,15862] [,15863] [,15864] [,15865] [,15866]
[,15867] [,15868] [,15869] [,15870] [,15871] [,15872] [,15873] [,15874]
[,15875] [,15876] [,15877] [,15878] [,15879] [,15880] [,15881] [,15882]
[,15883] [,15884] [,15885] [,15886] [,15887] [,15888] [,15889] [,15890]
[,15891] [,15892] [,15893] [,15894] [,15895] [,15896] [,15897] [,15898]
[,15899] [,15900] [,15901] [,15902] [,15903] [,15904] [,15905] [,15906] [,15907]
[,15908] [,15909] [,15910] [,15911] [,15912] [,15913] [,15914] [,15915]
[,15916] [,15917] [,15918] [,15919] [,15920] [,15921] [,15922] [,15923]
[,15924] [,15925] [,15926] [,15927] [,15928] [,15929] [,15930] [,15931]
[,15932] [,15933] [,15934] [,15935] [,15936] [,15937] [,15938] [,15939]
[,15940] [,15941] [,15942] [,15943] [,15944] [,15945] [,15946] [,15947]
[,15948] [,15949] [,15950] [,15951] [,15952] [,15953] [,15954] [,15955]
[,15956] [,15957] [,15958] [,15959] [,15960] [,15961] [,15962] [,15963]
[,15964] [,15965] [,15966] [,15967] [,15968] [,15969] [,15970] [,15971]
[,15972] [,15973] [,15974] [,15975] [,15976] [,15977] [,15978] [,15979] [,15980]
[,15981] [,15982] [,15983] [,15984] [,15985] [,15986] [,15987] [,15988]
[,15989] [,15990] [,15991] [,15992] [,15993] [,15994] [,15995] [,15996]
[,15997] [,15998] [,15999] [,16000] [,16001] [,16002] [,16003] [,16004]
[,16005] [,16006] [,16007] [,16008] [,16009] [,16010] [,16011] [,16012]
[,16013] [,16014] [,16015] [,16016] [,16017] [,16018] [,16019] [,16020]
[,16021] [,16022] [,16023] [,16024] [,16025] [,16026] [,16027] [,16028]
[,16029] [,16030] [,16031] [,16032] [,16033] [,16034] [,16035] [,16036] [,16037]
[,16038] [,16039] [,16040] [,16041] [,16042] [,16043] [,16044] [,16045]
[,16046] [,16047] [,16048] [,16049] [,16050] [,16051] [,16052] [,16053]
[,16054] [,16055] [,16056] [,16057] [,16058] [,16059] [,16060] [,16061]
[,16062] [,16063] [,16064] [,16065] [,16066] [,16067] [,16068] [,16069] [,16070]
[,16071] [,16072] [,16073] [,16074] [,16075] [,16076] [,16077] [,16078]
[,16079] [,16080] [,16081] [,16082] [,16083] [,16084] [,16085] [,16086]
[,16087] [,16088] [,16089] [,16090] [,16091] [,16092] [,16093] [,16094]
[,16095] [,16096] [,16097] [,16098] [,16099] [,16100] [,16101] [,16102] [,16103]
[,16104] [,16105] [,16106] [,16107] [,16108] [,16109] [,16110] [,16111] [,16112]
[,16113] [,16114] [,16115] [,16116] [,16117] [,16118] [,16119] [,16120] [,16121]
[,16122] [,16123] [,16124] [,16125] [,16126] [,16127] [,16128] [,16129]
[,16130] [,16131] [,16132] [,16133] [,16134] [,16135] [,16136] [,16137]
[,16138] [,16139] [,16140] [,16141] [,16142] [,16143] [,16144] [,16145]
[,16146] [,16147] [,16148] [,16149] [,16150] [,16151] [,16152] [,16153]
[,16154] [,16155] [,16156] [,16157] [,16158] [,16159] [,16160] [,16161] [,16162]
[,16163] [,16164] [,16165] [,16166] [,16167] [,16168] [,16169] [,16170]
[,16171] [,16172] [,16173] [,16174] [,16175] [,16176] [,16177] [,16178]
[,16179] [,16180] [,16181] [,16182] [,16183] [,16184] [,16185] [,16186]
[,16187] [,16188] [,16189] [,16190] [,16191] [,16192] [,16193] [,16194]
[,16195] [,16196] [,16197] [,16198] [,16199] [,16200] [,16201] [,16202]
[,16203] [,16204] [,16205] [,16206] [,16207] [,16208] [,16209] [,16210]
[,16211] [,16212] [,16213] [,16214] [,16215] [,16216] [,16217] [,16218]
[,16219] [,16220] [,16221] [,16222] [,16223] [,16224] [,16225] [,16226] [,16227]
[,16228] [,16229] [,16230] [,16231] [,16232] [,16233] [,16234] [,16235] [,16236]
[,16237] [,16238] [,16239] [,16240] [,16241] [,16242] [,16243] [,16244] [,16245]
[,16246] [,16247] [,16248] [,16249] [,16250] [,16251] [,16252] [,16253]
[,16254] [,16255] [,16256] [,16257] [,16258] [,16259] [,16260] [,16261]
[,16262] [,16263] [,16264] [,16265] [,16266] [,16267] [,16268] [,16269]
[,16270] [,16271] [,16272] [,16273] [,16274] [,16275] [,16276] [,16277]
[,16278] [,16279] [,16280] [,16281] [,16282] [,16283] [,16284] [,16285]
[,16286] [,16287] [,16288] [,16289] [,16290] [,16291] [,16292] [,16293]
[,16294] [,16295] [,16296] [,16297] [,16298] [,16299] [,16300] [,16301]
[,16302] [,16303] [,16304] [,16305] [,16306] [,16307] [,16308] [,16309]
[,16310] [,16311] [,16312] [,16313] [,16314] [,16315] [,16316] [,16317] [,16318]
[,16319] [,16320] [,16321] [,16322] [,16323] [,16324] [,16325] [,16326]
[,16327] [,16328] [,16329] [,16330] [,16331] [,16332] [,16333] [,16334]
[,16335] [,16336] [,16337] [,16338] [,16339] [,16340] [,16341] [,16342]
[,16343] [,16344] [,16345] [,16346] [,16347] [,16348] [,16349] [,16350]
[,16351] [,16352] [,16353] [,16354] [,16355] [,16356] [,16357] [,16358]
[,16359] [,16360] [,16361] [,16362] [,16363] [,16364] [,16365] [,16366]
[,16367] [,16368] [,16369] [,16370] [,16371] [,16372] [,16373] [,16374]
[,16375] [,16376] [,16377] [,16378] [,16379] [,16380] [,16381] [,16382] [,16383]
[,16384] [,16385] [,16386] [,16387] [,16388] [,16389] [,16390] [,16391] [,16392]
[,16393] [,16394] [,16395] [,16396] [,16397] [,16398] [,16399] [,16400]
[,16401] [,16402] [,16403] [,16404] [,16405] [,16406] [,16407] [,16408] [,16409]
[,16410] [,16411] [,16412] [,16413] [,16414] [,16415] [,16416] [,16417]
[,16418] [,16419] [,16420] [,16421] [,16422] [,16423] [,16424] [,16425]
[,16426] [,16427] [,16428] [,16429] [,16430] [,16431] [,16432] [,16433]
[,16434] [,16435] [,16436] [,16437] [,16438] [,16439] [,16440] [,16441]
[,16442] [,16443] [,16444] [,16445] [,16446] [,16447] [,16448] [,16449]
[,16450] [,16451] [,16452] [,16453] [,16454] [,16455] [,16456] [,16457]
[,16458] [,16459] [,16460] [,16461] [,16462] [,16463] [,16464] [,16465]
[,16466] [,16467] [,16468] [,16469] [,16470] [,16471] [,16472] [,16473]
[,16474] [,16475] [,16476] [,16477] [,16478] [,16479] [,16480] [,16481]
[,16482] [,16483] [,16484] [,16485] [,16486] [,16487] [,16488] [,16489]
[,16490] [,16491] [,16492] [,16493] [,16494] [,16495] [,16496] [,16497]
[,16498] [,16499] [,16500] [,16501] [,16502] [,16503] [,16504] [,16505]
[,16506] [,16507] [,16508] [,16509] [,16510] [,16511] [,16512] [,16513]
[,16514] [,16515] [,16516] [,16517] [,16518] [,16519] [,16520] [,16521] [,16522]
[,16523] [,16524] [,16525] [,16526] [,16527] [,16528] [,16529] [,16530]
[,16531] [,16532] [,16533] [,16534] [,16535] [,16536] [,16537] [,16538]
[,16539] [,16540] [,16541] [,16542] [,16543] [,16544] [,16545] [,16546]
[,16547] [,16548]
[ reached getOption("max.print") -- omitted 8 rows ]colnames(g) <- genenames
g<- g[2:9,]
##This is to flip ScaledMCD, as using transpose alone removes the column names
g ML000110a ML000111a ML000112a ML000113a ML000114a ML000115a ML000116a ML000117a
ML000118a ML000119a ML00011a ML000120a ML000121a ML000122a ML000123a ML000124a
ML000125a ML000126a ML000127a ML000128a ML000129a ML00012a ML000130a ML000131a
ML000132a ML00013a ML00014a ML00015a ML00016a ML00017a ML00018a ML00019a
ML00021a ML00022a ML00023a ML000310a ML000311a ML000312a ML000313a ML000314a
ML000315a ML000316a ML000317a ML00031a ML00032a ML00033a ML00034a ML00035a
ML00036a ML00037a ML00038a ML00039a ML00041a ML00042a ML00051a ML00052a
ML000610a ML00061a ML00062a ML00063a ML00064a ML00065a ML00066a ML00067a
ML00068a ML00069a ML000710a ML000711a ML000712a ML000713a ML000714a ML000715a
ML000716a ML000717a ML000718a ML000719a ML00071a ML000720a ML00072a ML00073a
ML00074a ML00075a ML00076a ML00077a ML00078a ML00079a ML00081a ML00082a
ML00083a ML00084a ML00085a ML00086a ML00087a ML00088a ML00089a ML00091a
ML001010a ML001011a ML00101a ML00102a ML00103a ML00104a ML00105a ML00106a
ML00107a ML00108a ML00109a ML001110a ML001111a ML001112a ML001113a ML001114a
ML001115a ML001116a ML001117a ML001118a ML001119a ML00111a ML001120a ML001121a
ML001122a ML001123a ML001124a ML001125a ML001126a ML001127a ML001128a ML00112a
ML00113a ML00114a ML00115a ML00116a ML00117a ML00118a ML00119a ML00121a
ML00122a ML00123a ML00124a ML00125a ML00126a ML00131a ML00132a ML00133a
ML00134a ML00141a ML00142a ML00143a ML001510a ML001511a ML001512a ML001513a
ML001514a ML001515a ML001516a ML001517a ML001518a ML001519a ML00151a ML001520b
ML001521a ML001522a ML001523a ML001524a ML001525a ML001526a ML001527a ML00152a
ML00153a ML00154a ML00155a ML00156a ML00157a ML00158a ML00159a ML00161a
ML00171a ML00172a ML00173a ML00174a ML00175a ML00181a ML001910a ML001911a
ML001912a ML001913a ML001914a ML001915a ML001916a ML001917a ML001918a ML001919a
ML00191a ML001920a ML001921a ML001922a ML00192a ML00193a ML00194a ML00195a
ML00196a ML00197a ML00198a ML00199a ML00201a ML00202a ML002110a ML002111a
ML002112a ML002113a ML002114a ML002115a ML002116a ML002117a ML002118a ML002119a
ML00211a ML002120a ML002121a ML002122a ML002123a ML002124a ML002125a ML002126a
ML002127a ML002128a ML002129a ML00212a ML002130a ML002131a ML002132a ML002133a
ML002134a ML002135a ML002136a ML002137a ML002138a ML002139a ML00213a ML002140a
ML00214a ML00215a ML00216a ML00217a ML00218a ML00219a ML002210a ML002211a
ML002212a ML002213a ML002214a ML002215a ML002216a ML002217a ML002218a ML002219a
ML00221a ML002220a ML002221a ML002222a ML002223a ML002224a ML002225a ML002226a
ML002227a ML002228a ML002229a ML00222a ML002230a ML002231a ML002232a ML002233a
ML002234a ML002235a ML002236a ML002237a ML002238a ML002239a ML00223a ML002240a
ML002241a ML002242a ML00224a ML00225a ML00226a ML00227a ML00228a ML00229a
ML00231a ML00232a ML00233a ML002510a ML002511a ML00251a ML00252a ML00253a
ML00254a ML00255a ML00256a ML00257a ML00258a ML00259a ML002610a ML002611a
ML002612a ML002613a ML002614a ML002615a ML002616a ML002617a ML002618a ML002619a
ML00261a ML002620a ML002621a ML002622a ML002623a ML002624a ML002625a ML002626a
ML002627a ML002628a ML002629a ML00262a ML002630a ML002631a ML002632a ML002633a
ML002634a ML002635a ML002636a ML002637a ML002638a ML002639a ML00263a ML002640a
ML002641a ML002642a ML00264a ML00265a ML00266a ML00267a ML00268a ML00269a
ML00271a ML002810a ML002811a ML002812a ML002813a ML002814a ML00281a ML00282a
ML00283a ML00284a ML00285a ML00286a ML00287a ML00288a ML00289a ML00291a
ML00292a ML00293a ML00294a ML00295a ML003010a ML003011a ML003012a ML003013a
ML003014a ML003015a ML003016a ML003017a ML003018a ML003019a ML00301a ML003020a
ML003021a ML003022a ML003023a ML003024a ML003025a ML003026a ML00302a ML00303a
ML00304a ML00305a ML00306a ML00307a ML00308a ML00309a ML003210a ML003211a
ML003212a ML003213a ML003214a ML003215a ML003216a ML003217a ML003218a ML003219a
ML00321a ML003220a ML003221a ML003222a ML003223a ML003224a ML003225a ML003226a
ML003227a ML003228a ML003229a ML00322a ML003230a ML003231a ML003232a ML003233a
ML003234a ML003235a ML003236a ML003237a ML003238a ML003239a ML00323a ML003240a
ML003241a ML003242a ML003243a ML003244a ML003245a ML003246a ML003247a ML003248a
ML003249a ML00324a ML003250a ML003251a ML003252a ML003253a ML003254a ML003255a
ML003256a ML003257a ML003258a ML003259a ML00325a ML003260a ML003261a ML003262a
ML003263a ML003264a ML003265a ML003266a ML003267a ML003268a ML003269a ML00326a
ML003270a ML003271a ML003272a ML003273a ML00327a ML00328a ML00329a ML003310a
ML003311a ML003312a ML003313a ML00331a ML00332a ML00333a ML00334a ML00335a
ML00336a ML00337a ML00338a ML00339a ML00341a ML00342a ML003510a ML003511a
ML003512a ML003513a ML003514a ML003515a ML003516a ML003517a ML003518a ML003519a
ML00351a ML00352a ML00353a ML00354a ML00355a ML00356a ML00357a ML00358a ML00359a
ML003610a ML003611a ML003612a ML003613a ML003614a ML003615a ML003616a ML003617a
ML00361a ML00362a ML00363a ML00364a ML00365a ML00366a ML00367a ML00368a
ML00369a ML00371a ML00372a ML00381a ML00382a ML00383a ML00384a ML00391a
ML00392a ML00393a ML00394a ML00395a ML00401a ML00402a ML00403a ML00404a
ML00405a ML00406a ML00411a ML00412a ML00413a ML00414a ML00415a ML00421a
ML00422a ML00423a ML00424a ML00425a ML00426a ML00427a ML00428a ML004410a
ML004411a ML004412a ML004413a ML004414a ML004415a ML004416a ML004417a ML004418a
ML004419a ML00441a ML004420a ML004421a ML004422a ML004423a ML004424a ML004425a
ML004426a ML004427a ML004428a ML004429a ML00442a ML004430a ML004431a ML004432a
ML004433a ML004434a ML004435a ML004436a ML004437a ML004438a ML004439a ML00443a
ML004440a ML004441a ML004442a ML004443a ML00444a ML00445a ML00446a ML00447a
ML00448a ML00449a ML004510a ML004511a ML004512a ML004513a ML004514a ML004515a
ML004516a ML00451a ML00452a ML00453a ML00454a ML00455a ML00456a ML00457a
ML00458a ML00459a ML004610a ML004611a ML004612a ML004613a ML004614a ML00461a
ML00462a ML00463a ML00464a ML00465a ML00466a ML00467a ML00468a ML00469a ML004710a
ML00471a ML00472a ML00473a ML00474a ML00475a ML00476a ML00477a ML00478a
ML00479a ML00481a ML00482a ML00483a ML00484a ML00485a ML00486a ML00487a ML004910a
ML004911a ML004912a ML004913a ML004914a ML004915a ML004916a ML004917a ML004918a
ML004919a ML00491a ML004920a ML004921a ML004922a ML004923a ML004924a ML004925a
ML004926a ML004927a ML004928a ML004929a ML00492a ML004930a ML004931a ML004932a
ML004933a ML004934a ML004935a ML004936a ML004937a ML004938a ML004939a ML00493a
ML004940a ML004941a ML004942a ML004943a ML004944a ML00494a ML00495a ML00496a
ML00497a ML00498a ML00499a ML005010a ML005011a ML005012a ML005013a ML005014a
ML005015a ML005016a ML005017a ML005018a ML005019a ML00501a ML005020a ML005021a
ML005022a ML005023a ML005024a ML005025a ML005026a ML005027a ML005028a ML005029a
ML00502a ML005030a ML005031a ML00503a ML00504a ML00505a ML00506a ML00507a
ML00508a ML00509a ML005110a ML005111a ML005112a ML005113a ML005114a ML005115a
ML005116a ML005117a ML005118a ML005119a ML00511a ML005120a ML005121a ML005122a
ML005123a ML005124a ML005125a ML005126a ML005127a ML005128a ML005129a ML00512a
ML005130a ML005131a ML005132a ML005133a ML005134a ML005135a ML005136a ML005137a
ML00513a ML00514a ML00515a ML00516a ML00517a ML00518a ML00519a ML005210a
ML005211a ML005212a ML005213a ML005214a ML005215a ML005216a ML005217a ML005218a
ML005219a ML00521a ML005220a ML005221a ML005222a ML005223a ML00522a ML00523a
ML00524a ML00525a ML00526a ML00527a ML00528a ML00529a ML005310a ML005311a
ML005312a ML005313a ML005314a ML005315a ML005316a ML005317a ML005318a ML005319a
ML00531a ML005320a ML005321a ML005322a ML005323a ML005324a ML005325a ML005326a
ML005327a ML005328a ML005329a ML00532a ML005330a ML005331a ML005332a ML005333a
ML005334a ML005335a ML005336a ML005337a ML005338a ML005339a ML00533a ML005340a
ML005341a ML005342a ML005343a ML005344a ML005345a ML005346a ML005347a ML005348a
ML005349a ML00534a ML005350a ML005351a ML005352a ML005353a ML005354a ML005355a
ML005356a ML005357a ML005358a ML005359a ML00535a ML005360a ML005361a ML005362a
ML00536a ML00537a ML00538a ML00539a ML00541a ML00551a ML00552a ML00553a
ML00554a ML00555a ML00556a ML00557a ML00558a ML00561a ML005710a ML005711a
ML005712a ML005713a ML005714a ML005715a ML005716a ML005717a ML005718a ML00571a
ML00572a ML00573a ML00574a ML00575a ML00576a ML00577a ML00578a ML00579a
ML00581a ML006110a ML006111a ML006112a ML006113a ML006114a ML006115a ML006116a
ML006117a ML006118a ML006119a ML00611a ML006120a ML006121a ML006122a ML006123a
ML006124a ML006125a ML006126a ML00612a ML00613a ML00614a ML00615a ML00616a
ML00617a ML00618a ML00619a ML00621a ML00622a ML00623a ML00624a ML00625a
ML00626a ML00627a ML00628a ML006310a ML006311a ML006312a ML006313a ML006314a
ML006315a ML006316a ML006317a ML006318a ML006319a ML00631a ML006320a ML006321a
ML006322a ML006323a ML00632a ML00633a ML00634a ML00635a ML00636a ML00637a
ML00638a ML00639a ML00641a ML00642a ML00643a ML00644a ML00645a ML00646a
ML006510a ML00651a ML00652a ML00653a ML00654a ML00655a ML00656a ML00657a
ML00658a ML00659a ML00661a ML00662a ML00671a ML00672a ML00673a ML00674a
ML00675a ML00676a ML00677a ML00678a ML00679a ML006910a ML006911a ML006912a
ML006913a ML006914a ML006915a ML006916a ML006917a ML006918a ML006919a ML00691a
ML006920a ML006921a ML006922a ML006923a ML006924a ML006925a ML006926a ML006927a
ML006928a ML006929a ML00692a ML006930a ML006931a ML006932a ML006933a ML006934a
ML006935a ML006936a ML006937a ML006938a ML006939a ML00693a ML00694a ML00695a
ML00696a ML00697a ML00698a ML00699a ML00701a ML00702a ML00703a ML00704a
ML00705a ML00711a ML00712a ML00713a ML00714a ML00715a ML00716a ML00717a
ML00718a ML00719a ML00721a ML007310a ML007311a ML007312a ML007313a ML007314a
ML007315a ML007316a ML007317a ML007318a ML007319a ML00731a ML007320a ML007321a
ML007322a ML007323a ML007324a ML007325a ML007326a ML007327a ML007328a ML007329a
ML00732a ML007330a ML007331a ML007332a ML007333a ML007334a ML007335a ML007336a
ML00733a ML00734a ML00735a ML00736a ML00737a ML00738a ML00739a ML007410a
ML007411a ML007412a ML007413a ML007414a ML007415a ML007416a ML007417a ML007418a
ML007419a ML00741a ML007420a ML007421a ML007422a ML007423a ML007424a ML007425a
ML007426a ML007427a ML007428a ML007429a ML00742a ML007430a ML007431a ML007432a
ML007433a ML007434a ML007435a ML007436a ML007437a ML007438a ML007439a ML00743a
ML00744a ML00745a ML00746a ML00747a ML00748a ML00749a ML00751a ML00761a
ML00762a ML00763a ML00764a ML00765a ML00766a ML00767a ML00768a ML00771a
ML00772a ML00773a ML00774a ML007810a ML007811a ML007812a ML007813a ML007814a
ML00781a ML00782a ML00783a ML00784a ML00785a ML00786a ML00787a ML00788a ML00789a
ML00791a ML00792a ML00793a ML008010a ML008011a ML008012a ML008013a ML008014a
ML008015a ML008016a ML008017a ML008018a ML008019a ML00801a ML008020a ML008021a
ML008022a ML008023a ML008024a ML008025a ML008026a ML008027a ML008028a ML008029a
ML00802a ML008030a ML00803a ML00804a ML00805a ML00806a ML00807a ML00808a
ML00809a ML008110a ML008111a ML008112a ML008113a ML008114a ML008115a ML008116a
ML008117a ML008118a ML008119a ML00811a ML008120a ML008121a ML008122a ML008123a
ML00812a ML00813a ML00814a ML00815a ML00816a ML00817a ML00818a ML00819a
ML008310a ML008311a ML008312a ML008313a ML008314a ML008315a ML008316a ML008317a
ML008318a ML008319a ML00831a ML008320a ML008321a ML008322a ML008323a ML008324a
ML008325a ML008326a ML008327a ML00832a ML00833a ML00834a ML00835a ML00836a
ML00837a ML00838a ML00839a ML00841a ML00842a ML008510a ML008511a ML008512a
ML008513a ML008514a ML008515a ML008516a ML008517a ML008518a ML008519a ML00851a
ML008520a ML00852a ML00853a ML00854a ML00855a ML00856a ML00857a ML00858a
ML00859a ML008710a ML008711a ML008712a ML008713a ML008714a ML008715a ML008716a
ML008717a ML008718a ML008719a ML00871a ML008720a ML008721a ML00872a ML00873a
ML00874a ML00875a ML00876a ML00877a ML00878a ML00879a ML00881a ML00882a ML00883a
ML00884a ML008910a ML008911a ML008912a ML00891a ML00892a ML00893a ML00894a
ML00895a ML00896a ML00897a ML00898a ML00899a ML009010a ML009011a ML009012a
ML009013a ML009014a ML00901a ML00902a ML00903a ML00904a ML00905a ML00906a
ML00907a ML00908a ML00909a ML009110a ML009111a ML009112a ML009113a ML009114a
ML009115a ML009116a ML009117a ML009118a ML009119a ML00911a ML009120a ML009121a
ML009122a ML009123a ML009124a ML009125a ML009126a ML009127a ML009128a ML009129a
ML00912a ML009130a ML009131a ML009132a ML009133a ML009134a ML009135a ML009136a
ML009137a ML009138a ML009139a ML00913a ML009140a ML009141a ML009142a ML009143a
ML009144a ML009145a ML009146a ML009147a ML009148a ML009149a ML00914a ML009150a
ML009151a ML009152a ML009153a ML00915a ML00916a ML00917a ML00918a ML00919a
ML00921a ML00922a ML00923a ML00924a ML009410a ML009411a ML009412a ML00941a
ML00942a ML00943a ML00944a ML00945a ML00946a ML00947a ML00948a ML00949a
ML00951a ML00952a ML00953a ML00954a ML00955a ML00956a ML00957a ML00958a
ML009610a ML009611a ML009612a ML009613a ML009614a ML009615a ML009616a ML009617a
ML009618a ML00961a ML00962a ML00963a ML00964a ML00965a ML00966a ML00967a
ML00968a ML00969a ML009710a ML009711a ML009712a ML009713a ML00971a ML00972a
ML00973a ML00974a ML00975a ML00976a ML00977a ML00978a ML00979a ML009810a
ML009811a ML009812a ML009813a ML009814a ML009815a ML009816a ML009817a ML009818a
ML009819a ML00981a ML009820a ML00982a ML00983a ML00984a ML00985a ML00986a ML00987a
ML00988a ML00989a ML00991a ML00992a ML00993a ML00994a ML00995a ML01001a
ML01002a ML01003a ML01004a ML01005a ML01006a ML01007a ML010110a ML010111a
ML010112a ML010113a ML010114a ML010115a ML010116a ML010117a ML010118a ML010119a
ML01011a ML010120a ML010121a ML010122a ML010123a ML010124a ML010125a ML010126a
ML010127a ML010128a ML010129a ML01012a ML010130a ML010131a ML010132a ML010133a
ML01013a ML01014a ML01015a ML01016a ML01017a ML01018a ML01019a ML01021a
ML01022a ML010310a ML010311a ML010312a ML010313a ML010314a ML010315a ML010316a
ML010317a ML010318a ML010319a ML01031a ML010320a ML010321a ML010322a ML010323a
ML01032a ML01033a ML01034a ML01035a ML01036a ML01037a ML01038a ML01039a ML010510a
ML010511a ML010512a ML010513a ML010514a ML010515a ML010516a ML010517a ML010518a
ML010519a ML01051a ML010520a ML010521a ML010522a ML010523a ML010524a ML010525a
ML010526a ML010527a ML010528a ML010529a ML01052a ML010530a ML010531a ML010532a
ML010533a ML010534a ML010535a ML010536a ML010537a ML010538a ML010539a ML01053a
ML01054a ML01055a ML01056a ML01057a ML01058a ML01059a ML010610a ML010611a
ML010612a ML010613a ML010614a ML010615a ML010616a ML010617a ML010618a ML010619a
ML01061a ML010620a ML010621a ML010622a ML010623a ML010624a ML010625a ML010626a
ML01062a ML01063a ML01064a ML01065a ML01066a ML01067a ML01068a ML01069a ML01071a
ML01072a ML01073a ML01074a ML01081a ML01082a ML01083a ML010910a ML010911a
ML010912a ML010913a ML010914a ML01091a ML01092a ML01093a ML01094a ML01095a
ML01096a ML01097a ML01098a ML01099a ML011010a ML011011a ML01101a ML01102a
ML01103a ML01104a ML01105a ML01106a ML01107a ML01108a ML01109a ML01111a
ML01121a ML01122a ML01123a ML01124a ML01125a ML01131a ML01132a ML01133a
ML01134a ML01135a ML01136a ML01137a ML01138a ML01141a ML011610a ML011611a
ML01161a ML01162a ML01163a ML01164a ML01165a ML01166a ML01167a ML01168a
ML01169a ML011710a ML011711a ML011712a ML011713a ML011714a ML011715a ML011716a
ML011717a ML011718a ML011719a ML01171a ML011720a ML011721a ML011722a ML011723a
ML011724a ML011725a ML011726a ML011727a ML011728a ML011729a ML01172a ML011730a
ML011731a ML011732a ML011733a ML011734a ML011735a ML011736a ML011737a ML011738a
ML011739a ML01173a ML011740a ML011741a ML011742a ML011743a ML011744a ML01174a
ML01175a ML01176a ML01177a ML01178a ML01179a ML01181a ML01182a ML01191a
ML01192a ML01193a ML01194a ML01195a ML012010a ML012011a ML012012a ML012013a
ML012014a ML012015a ML012016a ML012017a ML012018a ML012019a ML01201a ML012020a
ML012021a ML012022a ML012023a ML012024a ML012025a ML012026a ML012027a ML012028a
ML012029a ML01202a ML012030a ML012031a ML012032a ML012033a ML012034a ML012035a
ML012036a ML012037b ML01203a ML01204a ML01205a ML01206a ML01207a ML01208a ML01209a
ML012310a ML012311a ML012312a ML012313a ML012314a ML012315a ML012316a ML012317a
ML01231a ML01232a ML01233a ML01234a ML01235a ML01236a ML01237a ML01238a ML01239a
ML012410a ML012411a ML012412a ML012413a ML012414a ML01241a ML01242a ML01243a
ML01244a ML01245a ML01246a ML01247a ML01248a ML01249a ML012510a ML012511a
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[ reached getOption("max.print") -- omitted 8 rows ]#Remove genes with low expression
g <- g[,-(which(colMeans(g)<5))]
##really big don't run this!
library(HiClimR)
library(reshape2)
rowcor <- fastCor(g, upperTri = TRUE)
q <- subset(melt(rowcor),value>.9)
##Top 5 genes
head(q[order(q$value, decreasing=TRUE),],5)If you were forced to divide the genes in each column into high, medium and low count genes, how would you do this based on the data that you have ? medium = mean +/- SD low < mean -SD high > mean +SD
make a list of the top 5 genes with most variability and top 5 genes with least variability (exclude genes that have low expression values)
#create a dataframe
vardf <- data.frame(matrix(ncol=2,nrow=0))
#loop through scaledMCD and put variance results in second column
##of vardf
for(i in 1:length(scaledMCD$Gene)){
if(sum(scaledMCD[i,2:9]) >= 0.5){
tempvar <- c(scaledMCD[i,1], var(as.numeric(scaledMCD[i,2:9])))
vardf <- rbind(vardf, tempvar)
} }
colnames(vardf)<- c("gene", "var")
vardf## highest variance
head(vardf[order(vardf[,2], decreasing = TRUE), ],5)
head(vardf[order(vardf[,2], decreasing = FALSE), ],5)NA
NA- Using the labels of columns provided, find the top variable genes between the two groups using a t-test list the 5 most up regulated and 5 most down regulated genes. What happens if you rank by p-value of the t-test ? would you exclude some of these genes for having low expression ?
##add 2 new columns to scaledMCD to store tvalue and pvalue
for(i in 1:length(scaledMCD$Gene)){
testt <- t.test(scaledMCD[i,2:5], scaledMCD[i,6:9])
scaledMCD[i,10]<- testt$statistic
scaledMCD[i,11]<-testt$p.value
}
#5 most up regulated
#return greatest t value
head(scaledMCD[order(scaledMCD[,10], decreasing = TRUE), ],5 )
# 5 most down regulated genes
#return negative tvalue
head(scaledMCD[order(scaledMCD[,10], decreasing = FALSE), ],5 )
##small pvalue = significant difference
head(scaledMCD[order(scaledMCD[,11], decreasing = FALSE), ],5 )NA
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